Introduction
Pathway Analysis (PA)
A biological pathway is a series of interactions between molecules of a cell or organisms that leads to a change or phenomena.(1) Pathway analysis (PA), is a set of widely used tools to give meaning to high-throughput -omics data. The methodology of PA is formed from gathering the knowledge of biology, coupled with statistical testing and other algorithms. However, despite their wide employment, PA overall background may not be fully understood.(2) More than 70 pathway analysis methods have been designed. A real challenge in PA the the annotation of the pathways. The limitations in the PA methods cause some bias. Without a deep knowledge of phenomena, it is impossible to judge that if the connections between your phenomena and pathways are really meaningful or not. Some methods work well for certain diseases and for some don’t.(3) Pathway information is stored in a large number of databases.(1) Databases contain different representations of the same biological pathway. However, using different databases leads to different enrichment results. Which means with a method, a pathway can be significant with database 1 but not significant with database 2.(4)
Influencing Factors on the PA
(5)
PA Methods
PA methods can be categorized into three generations:
Over-representation Analysis (ORA)
Functional Class Scoring (FCS)
Pathway Topology Based (PT) (5)
Each of these are going to decrease the limitations and also, adding more complexity.(6)
Over-representation Analysis (ORA)
ORA is a method identifying gene sets of a pathway that share a larger number of genes in common with a list of differentially expressed genes (DEGs). (5)
Limitations
ORA treats each gene, equally.
ORA uses only significant genes and discard others.
ORA assumes that each gene is independent of the other genes.
ORA assumes that each pathway is independent of other pathways. (6)
Functional Class Scoring (FCS) - Gene Set Enrichment Analysis (GSEA)
FCS assumes that although large changes in individual genes can affect the pathways, weaker but coordinated changes in sets of genes can affect the pathways. (6) FCS assigns differential expression score to each gene and rank them by their score. Then it determines gene sets that are significant. (5) Gene Set Enrichment Analysis (GSEA) is one of the FCS methods.
Limitations
GSEA analyzes each pathway independently.
GSEA only uses the changes in the gene expression to rank genes in a given pathway and discard the changes for other analysis. (6)
PA Databases
Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) are one the most important databases. But other databases like Disease Ontology (DO), WikiPathways, and Reactome are important. KEGG, WikiPathways, and Reactome are highly cited in the studies and they are open-source. (4)
GO
GO consists a set of terms with their relation. The structure of GO can be described in terms of a graph. GO terms cover cellular components, molecular functions, and biological processes. (7)
The clusterProfiler Package
The clusterProfiler package helps us to automates the the enrichment analysis and importing the useful databases. Also it is combined with visualization packages. It support three spieces, including humans, mice, and yeast. [@yu2012clusterprofiler]
For the workflow and information, we are using the developer’s manual. You can find it here.](https://yulab-smu.top/biomedical-knowledge-mining-book/index.html))
Performing Analysis
library(AnnotationDbi)## Loading required package: stats4## Loading required package: BiocGenerics##
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## If you use clusterProfiler in published research, please cite:
## T Wu, E Hu, S Xu, M Chen, P Guo, Z Dai, T Feng, L Zhou, W Tang, L Zhan, X Fu, S Liu, X Bo, and G Yu. clusterProfiler 4.0: A universal enrichment tool for interpreting omics data. The Innovation. 2021, 2(3):100141
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## filterlibrary(enrichplot)
library(europepmc)
library(ggridges)Steps Before Analyzing
Import DEA Results
results_df <- read_csv("data/results.csv")## Rows: 7858 Columns: 6
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (1): gene_symbol
## dbl (5): baseMean, log2FoldChange, lfcSE, pvalue, padj
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.results_df <- as.data.frame(results_df)Convert Gene Symbol to Entrez ID
For some reason, the analysis functions work better with Entrez ID. So, we need to convert gene symbols.
# creating a named vector. The elements are ENTREZID, and the names are SYMBOL
symbols_vector <- mapIds(x = org.Mm.eg.db,
keys = results_df$gene_symbol,
keytype = "SYMBOL", # keytypes(org.Mm.eg.db)
column = "ENTREZID",
multiVals = "first")## 'select()' returned 1:1 mapping between keys and columnssymbols_vector## Snord104 Mir25 Snora64 Slc4a1 Gypa
## "100216537" "723926" "104366" "20533" "14934"
## Epb4.2 Car1 Aldh1a1 Ermap Pdzk1ip1
## NA "12346" "11668" "27028" "67182"
## Nxpe2 Ces2g Dmtn Rhd Spta1
## "78252" "72361" "13829" "19746" "20739"
## Tmcc2 Alas2 Aqp1 March8 Kel
## "68875" "11656" "11826" NA "23925"
## Rhag Hba-a1 Add2 Sptb Hba-a2
## "19743" "15122" "11519" "20741" "110257"
## Hbb-b1 Slc38a5 Snca Apol8 Trim10
## "15129" "209837" "20617" "239552" "19824"
## Btnl10 Rsad2 Cldn13 Klf1 Hemgn
## "192194" "58185" "57255" "16596" "93966"
## Ypel4 Mfsd2b Hbb-bt Tspan33 Slc6a9
## "241525" "432628" "101488143" "232670" "14664"
## Tspo2 Lmna Fn3k Gata1 Rab3il1
## "70026" "16905" "63828" "14460" "74760"
## 1300017J02Rik Ryk Samd14 Fam46c Tal1
## NA "20187" "217125" NA "21349"
## Epor Tnfaip2 Ackr1 Pklr Ank1
## "13857" "21928" "13349" "18770" "11733"
## Spire1 Slfn14 Smox Fhdc1 Rgcc
## "68166" "237890" "228608" "229474" "66214"
## Stfa2 Saa3 Wfdc17 Stom Specc1
## "20862" "20210" "100034251" "13830" "432572"
## Ppbp Fam109b Paqr9 Cd5l Redrum
## "57349" NA "75552" "11801" "77433"
## Gfi1b S100a4 Hbq1b Trim58 Gm867
## "14582" "20198" "544763" "216781" "333670"
## Ifitm3 Prg2 Tmod1 Tinagl1 Fech
## "66141" "19074" "21916" "94242" "14151"
## Cdr2 Nfe2 St3gal5 Abcb10 Alad
## "12585" "18022" "20454" "56199" "17025"
## Fermt1 Bex4 Slc16a10 Hmbs Blvrb
## "241639" "406217" "72472" "15288" "233016"
## Tyrobp Mgst3 St5 Chac2 Ccl5
## "22177" "66447" NA "68044" "20304"
## Sowaha Gstm5 Isg20 Fcna Apoe
## "237761" "14866" "57444" "14133" "11816"
## Gda Snx22 Isg15 BC100530 Wapal
## "14544" "382083" "100038882" NA NA
## Fcer1g Arrb1 Icam4 Dhrs11 Bpgm
## "14127" "109689" "78369" "192970" "12183"
## Pglyrp1 Klf3 Ppp1r15a Stfa3 Rnase12
## "21946" "16599" "17872" "20863" "497106"
## Jchain Creg1 Grina Csf1r S100a8
## "16069" "433375" "66168" "12978" "20201"
## Gclm Lcn2 Stfa2l1 Ifitm6 Fads3
## "14630" "16819" "268885" "213002" "60527"
## Slpi Stard10 S100a9 Sphk1 Sept8
## "20568" "56018" "20202" "20698" NA
## Hp Lmo2 Cln8 Gm5424 Mt2
## "15439" "16909" "26889" "432466" "17750"
## Slc25a37 Lyz2 Gm5483 Ngp Hagh
## "67712" "17105" NA "18054" "14651"
## Slc22a4 Rhoj Ccnd1 Apol11b Gpx1
## "30805" "80837" "12443" "328563" "14775"
## Olfm1 Camp Fam117a Urod Igfbp7
## "56177" "12796" "215512" "22275" "29817"
## Car2 C1qc Ddit4 Wfdc21 Lst1
## "12349" "12262" "74747" "66107" "16988"
## Mgll Pf4 Rgs10 Mpo Pigq
## "23945" "56744" "67865" "17523" "14755"
## Epb4.1 Ear2 Ifrd2 Odc1 Lhx2
## NA "13587" "15983" "18263" "16870"
## H2-T24 Anxa2 Zfpm1 Il1b Tfrc
## "15042" "12306" "22761" "16176" "22042"
## C3 Pcp4 Fth1 Hoxb7 Cebpb
## "12266" "18546" "14319" "15415" "12608"
## Rap1gap2 Ppap2a Prdx2 Prkar2b Prtn3
## "380711" NA "21672" "19088" "19152"
## Abcb4 C1qa H2-Ea-ps Cd74 Dapk2
## "18670" "12259" NA "16149" "13143"
## Rps28 Mcam Gem Ank Mpeg1
## "54127" "84004" "14579" "11732" "17476"
## Ltf Cybb Rps10 Ubac1 Rpl36
## "17002" "13058" "67097" "98766" "54217"
## Adcy6 H2-Aa Ube2l6 Trak2 March2
## "11512" "14960" "56791" "70827" NA
## Tbc1d30 Cmc2 Ctsb Rps18 Glrx5
## "74694" "66531" "13030" "20084" "73046"
## 1110038B12Rik Atpif1 Rexo2 Olfm4 Cpox
## "68763" "11983" "104444" "380924" "12892"
## Phf10 Pkdcc Bsg Gypc Cfp
## "72057" "106522" "12215" "71683" "18636"
## Optn Hmox1 Emp3 Foxf2 Cpne2
## "71648" "15368" "13732" "14238" "234577"
## Rps2 Clec4n Tk1 Rpl14 Pdgfb
## "16898" "56620" "21877" "67115" "18591"
## Vcam1 Rpsa Rps25 Cd9 Rplp1
## "22329" "16785" "75617" "12527" "56040"
## C1qb Rplp0 Rpl10a Hsp90ab1 Rps29
## "12260" "11837" "19896" "15516" "20090"
## Hebp1 Fahd1 Ybx3 Rps12 Impdh2
## "15199" "68636" "56449" "20042" "23918"
## Ass1 Igf2 Birc5 Nt5c3 Rpl4
## "11898" "16002" "11799" "107569" "67891"
## Rab7b Slc40a1 Slc29a1 Rpl3 Tubb5
## "226421" "53945" "63959" "27367" "22154"
## Rpl36a Rpl12 Adrb2 Slc25a39 Tlr7
## "19982" "269261" "11555" "68066" "170743"
## Gzma Hoxb8 Rpl35 Rpl11 Rpl32
## "14938" "15416" "66489" "67025" "19951"
## Eef1b2 Vopp1 Gnb2l1 Pkm Tmem14c
## "55949" "232023" NA "18746" "66154"
## Tcp1 Rpl37 Plbd1 Slc43a1 Rplp2
## "21454" "67281" "66857" "72401" "67186"
## Ptdss2 Rps27a Uqcc2 Mki67 Ndufb9
## "27388" "78294" "67267" "17345" "66218"
## Eef1a1 Memo1 Gpx4 Ranbp10 Ndufv3
## "13627" "76890" "625249" "74334" "78330"
## Smpdl3b Cks1b Dnajb2 Pnpo Cd82
## "100340" "54124" "56812" "103711" "12521"
## Rps6 Cxcr3 Rpl28 Ube2c Ell2
## "20104" "12766" "19943" "68612" "192657"
## Mrpl28 Fn1 Tuba1b Tubb4b Ppil1
## "68611" "14268" "22143" "227613" "68816"
## Rpl7a H2-Eb1 Rps23 Rps5 Adk
## "27176" "14969" "66475" "20103" "11534"
## Rpl41 Cd47 Rpl19 Irf7 Rpl6
## "67945" "16423" "19921" "54123" "19988"
## Uba52 S100a6 Ppox Rpl13 Sntb1
## "22186" "20200" "19044" "270106" "20649"
## Ctsd Msrb1 Cdt1 Mkrn1 Rpl24
## "13033" "27361" "67177" "54484" "68193"
## Rps15 Tsc22d3 BC117090 Rbm38 Rps17
## "20054" "14605" NA "56190" "20068"
## Eif3i Itsn1 Rps8 Eef1g Rpl23a
## "54709" "16443" "20116" "67160" "268449"
## Anp32b H2-Ab1 Rpl17 Rad23a Rpl9
## "67628" "14961" "319195" "19358" "20005"
## Pabpc1 Pcyt1a Rps21 Cd200 Hspa8
## "18458" "13026" "66481" "17470" "15481"
## Pkmyt1 Gtf2f1 Rps13 Rpl34-ps1 Rpl8
## "268930" "98053" "68052" "619547" "26961"
## Cox6b2 Ly6c2 Rpl27a Fam213a Dek
## "333182" "100041546" "26451" NA "110052"
## Lsm2 Rpl14-ps1 2410015M20Rik Rpl27 Hn1l
## "27756" "100040970" NA "19942" NA
## Ifi27l2a Psmb1 Rpl7 Rps26 Rps3
## "76933" "19170" "19989" "27370" "27050"
## Cox7a2l Rpl35a Mrpl18 Rpl23 Psmb8
## "20463" "57808" "67681" "65019" "16913"
## Rps4x Icosl Lgmn Npm1 Dpy30
## "20102" "50723" "19141" "18148" "66310"
## Pfdn6 Mcm7 Csnk2b Hint1 1110001J03Rik
## "14976" "17220" "13001" "15254" NA
## Gmnn Ldha Ccne1 Rab26os Rasd1
## "57441" "16828" "12447" "75614" "19416"
## Mcm6 Lsp1 Nipa1 Tpi1 Rpl5
## "17219" "16985" "233280" "21991" "100503670"
## Myl12b Eif2ak1 Rps14 Hip1 Eef1d
## "67938" "15467" "20044" "215114" "66656"
## Polr1c Trf Tomm6 Rpl10 Ndufv2
## "20016" "22041" "66119" "110954" "72900"
## Picalm Sema6d U2af1 Msrb3 Vars
## "233489" "214968" "108121" "320183" "22321"
## Rpl18a Slc7a5 Efna1 Rnf10 Tuba1c
## "76808" "20539" "13636" "50849" "22146"
## Rps16 Rps3a1 Nap1l1 Tuba4a Oxct1
## "20055" "20091" "53605" "22145" "67041"
## Igf2os Neat1 Rpl13a Zfp36l2 Rps20
## "111975" "66961" "22121" "12193" "67427"
## Cdc37 Snora26 Abcb6 Khsrp Ndufb10
## "12539" "100313943" "74104" "16549" "68342"
## Elovl5 Slc25a38 Mcm5 Pxdc1 AI662270
## "68801" "208638" "17218" "66895" "100043636"
## Rpl26 Metap2 Tceb2 Mrpl2 Phb2
## "19941" "56307" NA "27398" "12034"
## Carm1 Cyb5a Fzr1 Rpl29 Sell
## "59035" "109672" "56371" "19944" "20343"
## Isca1 Chaf1a Rpl37a Eif3g Mtch1
## "69046" "27221" "19981" "53356" "56462"
## Metrn Ncs1 Myl12a Slc14a1 Lamb2
## "70083" "14299" "67268" "108052" "16779"
## Asns Chil3 Npm3 Sdc3 Fen1
## "27053" "12655" "18150" "20970" "14156"
## Cotl1 Grb10 Hdgf Hs3st2 Bola3
## "72042" "14783" "15191" "195646" "78653"
## Ccna2 Pdzd4 Ppp2r4 Cyc1 Abhd4
## "12428" "245469" NA "66445" "105501"
## Mrps34 Snrpd2 Rnf123 Uros Mab21l2
## "79044" "107686" "84585" "22276" "23937"
## E2f4 Lig1 Golm1 Rabgef1 Sorl1
## "104394" "16881" "105348" "56715" "20660"
## Aif1 Rhoa Dnajb4 Nme2 Tipin
## "11629" "11848" "67035" "18103" "66131"
## Atp5h Fbl Cox5a Rpl31 Tom1l1
## "71679" "14113" "12858" "114641" "71943"
## Uqcr11 Sdhd Mcm2 Stub1 Trim59
## "66594" "66925" "17216" "56424" "66949"
## Oas3 Cd68 Rpl34 Cd160 Rpl18
## "246727" "12514" "68436" "54215" "19899"
## Gapdh Dnmt1 Mns1 Dcps Naca
## "14433" "13433" "17427" "69305" "17938"
## Sod1 Rnase11 Klhdc3 Aplp2 Glo1
## "20655" "497113" "71765" "11804" "109801"
## H2afz Slc25a5 Ranbp1 Apex1 Mrpl12
## NA "11740" "19385" "11792" "56282"
## Mthfd1 Uqcrc1 Me2 Cuta E2f8
## "108156" "22273" "107029" "67675" "108961"
## Rbm3 Gins1 Bok Cks2 Hmga1
## "19652" "69270" "51800" "66197" "15361"
## Cct5 Txnrd2 Ifi44 Tfdp1 Rps27l
## "12465" "26462" "99899" "21781" "67941"
## Ramp1 Nme3 Mcm3 Eno1b Atp5o
## "51801" "79059" "17215" "433182" "28080"
## Syce2 5730508B09Rik Cfl1 Ndufa7 Mir6236
## "71846" NA "12631" "66416" "102465959"
## Abcf1 Pgp Snrpc Mydgf Sppl2b
## "224742" "67078" "20630" "28106" "73218"
## Fos Gm10052 Wdr61 Nme1 Atp2b4
## "14281" "654467" "66317" "18102" "381290"
## Rpl15 Pcna Ly86 Azin1 Polr2f
## "66480" "18538" "17084" "54375" "69833"
## Txn2 Rnaseh2c Rps24 Slbp Sqle
## "56551" "68209" "20088" "20492" "20775"
## Rab31 Xpo7 Rps15a Ckap4 Rnps1
## "106572" "65246" "267019" "216197" "19826"
## Rpl21 Tmsb4x Pabpc4 D17Wsu92e Smyd2
## "19933" "19241" "230721" NA "226830"
## Pttg1 C1qbp Cdca8 Arf5 Efna5
## "30939" "12261" "52276" "11844" "13640"
## Brpf3 Snhg3 Cpeb4 Ran Tspan8
## "268936" "399101" "67579" "19384" "216350"
## Ubp1 Flt1 Fau Fam220a Vim
## "22221" "14254" "14109" "67238" "22352"
## Atp1a1 Cdca7 Abcg2 Prim1 Ankrd37
## "11928" "66953" "26357" "19075" "654824"
## Plek Rrm2 Mxd1 Nusap1 Slc3a2
## "56193" "20135" "17119" "108907" "17254"
## H2afx Mrps18a Eif5a Abhd14a Mir20a
## NA "68565" "276770" "68644" "387139"
## Ppib Ppp2r1a Mif Retnlg Cdv3
## "19035" "51792" "17319" "245195" "321022"
## Gtf2h5 Adam10 0610011F06Rik Cwc15 Bola2
## "66467" "11487" NA "66070" "66162"
## Aurkb Cuedc1 Snrpd3 Ctnnb1 Nhp2
## "20877" "103841" "67332" "12387" "52530"
## Mcm4 Nkg7 Stt3b Ccnf Idh3a
## "17217" "72310" "68292" "12449" "67834"
## Isyna1 Paics Lpin2 Qars H19
## "71780" "67054" "64898" "97541" "14955"
## Nt5dc2 Timm8b Tmem242 Ftl1 Cdk1
## "70021" "30057" "70544" "14325" "12534"
## Rps19 Rpl30 Psmb9 Nkain1 Fdps
## "20085" "19946" "16912" "67149" "110196"
## Ccnb2 Uqcrq Hmgb3 Dut Anln
## "12442" "22272" "15354" "110074" "68743"
## Rpp21 Minpp1 Rpa2 Snora21 Cox5b
## "67676" "17330" "19891" "100302498" "12859"
## Psme3 Ppia Bag1 Nelfe Ncl
## "19192" "268373" "12017" "27632" "17975"
## Scarb1 Hmgn1 P4hb Uqcrfs1 Fn3krp
## "20778" "15312" "18453" "66694" "238024"
## Atp5g2 Fbxo30 Gnptg Msh6 Kifc1
## "67942" "71865" "214505" "17688" "100502766"
## Alox5ap Myh10 Ifitm2 Cox7a2 Clpp
## "11690" "77579" "80876" "12866" "53895"
## Egfl7 Atp5g3 Tbl3 Cdca3 Rrm1
## "353156" "228033" "213773" "14793" "20133"
## Cox4i1 Mir8112 Exosc7 Suox Atp6v0e
## "12857" "102465900" "66446" "211389" "11974"
## 2810428I15Rik Mpp6 Hs3st3b1 Carhsp1 Nudt9
## NA NA "54710" "52502" "74167"
## Ddx39b Cox7c Rnf5 Rfc4 Rhoq
## "53817" "12867" "54197" "106344" "104215"
## Psma4 Plcl2 Tcf19 Slc43a3 Nme4
## "26441" "224860" "106795" "58207" "56520"
## Lyar Dctpp1 Map2k3 Cenpa Ttc7
## "17089" "66422" "26397" "12615" "225049"
## Rps7 Lhfpl1 Ctss 1190002F15Rik Uaca
## "20115" "237091" "13040" NA "72565"
## Calm2 Nedd4 Fads2 Traf7 Fcgr2b
## "12314" "17999" "56473" "224619" "14130"
## Shmt2 Apeh Snora31 Snx3 Naa10
## "108037" "235606" "100303751" "54198" "56292"
## Taf1d Prc1 Rab6b Tpcn1 Atp6v0a1
## "75316" "233406" "270192" "252972" "11975"
## Pole3 Dusp1 Snora7a 2810417H13Rik Tacc3
## "59001" "19252" "100217451" NA "21335"
## Rpa1 Cmas Ndufv1 Ipo7 Incenp
## "68275" "12764" "17995" "233726" "16319"
## Spag5 Fam214b 2500002B13Rik Stmn1 Abhd16a
## "54141" "230088" "78353" "16765" "193742"
## Ssr4 Aurka Fbxo7 Sgol1 Cdc6
## "20832" "20878" "69754" NA "23834"
## Cenph Dnase2a Orc6 Tnfrsf14 Lamp1
## "26886" "13423" "56452" "230979" "16783"
## B4galnt1 Kif22 Mir8094 4933432K03Rik Rpl7l1
## "14421" "110033" "102465886" "75793" "66229"
## Usp32 G6pdx Eif4a1 Wdhd1 Stx2
## "237898" "14381" "13681" "218973" "13852"
## Stradb Slc44a1 Oaz1-ps Fignl1 Rnf7
## "227154" "100434" "100041965" "60530" "19823"
## Snhg5 Cfdp1 Mpst Wdr43 Endod1
## "72655" "23837" "246221" "72515" "71946"
## Bnip3l Etfa Ube2s Banf1 Fads1
## "12177" "110842" "77891" "23825" "76267"
## Ccnb1 Cdc5l Nudt4 Lonp1 Rad51ap1
## "268697" "71702" "71207" "74142" "19362"
## Acat2 Mrpl3 Tmem119 Hspe1 D1Ertd622e
## "110460" "94062" "231633" "15528" NA
## Spc24 Bsdc1 Parvb Wdr46 2310061I04Rik
## "67629" "100383" "170736" "57315" "69662"
## Rfc5 Cdk4 Gm6793 Fbxo9 Fam173a
## "72151" "12567" "627828" "71538" NA
## Dhx16 Mrpl53 Aldoa Dstn Cox6a1
## "69192" "68499" "11674" "56431" "12861"
## Sh3gl1 Ssrp1 Atp5g1 Hnrnpm Msh2
## "20405" "20833" "11951" "76936" "17685"
## Chek2 Stra13 Topbp1 Rpl22 Mdh2
## "50883" NA "235559" "19934" "17448"
## Smap1 Slc48a1 Plp2 Gclc Tpm1
## "98366" "67739" "18824" "14629" "22003"
## Galnt14 Cd24a Ldlr Pola2 Rps11
## "71685" "12484" "16835" "18969" "27207"
## Brd7 Ddah2 Ankle1 Plxnb2 Nasp
## "26992" "51793" "234396" "140570" "50927"
## Epn1 Ezr Cul4a Ndufb8 Uqcr10
## "13854" "22350" "99375" "67264" "66152"
## Hirip3 S100a1 Tmem91 Phpt1 Eif5
## "233876" "20193" "320208" "75454" "217869"
## Siva1 Sep15 Ifnar2 Myo1e Vapa
## "30954" NA "15976" "71602" "30960"
## Haghl Mtfr1 Ccdc23 Gins2 Nsmce4a
## "68977" "67472" NA "272551" "67872"
## Pabpn1 Agpat4 Plk1 Kif23 Timeless
## "54196" "68262" "18817" "71819" "21853"
## Mthfd1l Kcnn4 Klf2 Mrpl13 Mrpl4
## "270685" "16534" "16598" "68537" "66163"
## Cdc45 Hvcn1 Eif3h Map2k1 Ncapd2
## "12544" "74096" "68135" "26395" "68298"
## Pfn1 Nbn Necap2 Mrpl52 Fbxo22
## "18643" "27354" "66147" "68836" "71999"
## Nrm Ehbp1l1 2410006H16Rik Dok4 Gucd1
## "106582" "114601" "69221" "114255" "68778"
## Nadk2 1700037H04Rik Hdgfrp2 Map4k5 Psma1
## "68646" "67326" NA "399510" "26440"
## Taldo1 Crim1 Snora52 C1qtnf6 Tgfbr2
## "21351" "50766" "100217419" "72709" "21813"
## Sec61g Spred1 Hexb Rps9 Nsg2
## "20335" "114715" "15212" "76846" "18197"
## Ppp2r5d Dnajc9 Agfg2 Chek1 Amotl2
## "21770" "108671" "231801" "12649" "56332"
## Ctsz Nrarp Tbx19 Ppa1 Etv4
## "64138" "67122" "83993" "67895" "18612"
## Mthfd2 Mrpl14 Vat1 Pdcd2 Osgep
## "17768" "68463" "26949" "18567" "66246"
## H2-DMa Cox6b1 E2f1 Spry1 Serpinb6a
## "14998" "110323" "13555" "24063" "20719"
## Dpy19l1 Tmpo Comt Cyb5r3 Ipo5
## "244745" "21917" "12846" "109754" "70572"
## Nup85 Ddx39 Morf4l1 Rbbp7 Mrpl42
## "445007" NA "21761" "245688" "67270"
## Krtcap3 Kpna2 Rhob Deb1 Gps2
## "69815" "16647" "11852" NA "56310"
## Pcbp2 Rpl39 Tnni2 Cript Mrps22
## "18521" "67248" "21953" "56724" "64655"
## Anapc15 Atp5k Mpc1 Tkt Prelid1
## "75430" "11958" "55951" "21881" "66494"
## Ppm1g Hells Gpaa1 Cdyl Mafg
## "14208" "15201" "14731" "12593" "17134"
## Prkag1 Hmgb2 Uhrf1 Ung Rpl37rt
## "19082" "97165" "18140" "22256" "100502825"
## Rnaseh2b Smc2 Fkbp2 H2-Ke6 Fam162a
## "67153" "14211" "14227" "14979" "70186"
## Pnp Cst3 Nubp2 Kif15 Irgm2
## "18950" "13010" "26426" "209737" "54396"
## Bzw2 Dtl Clic1 Prkab1 Cbx5
## "66912" "76843" "114584" "19079" "12419"
## Commd4 Pmm1 Emid1 Grn Smc6
## "66199" "29858" "140703" "14824" "67241"
## Htra2 Snrnp25 Cenpq Slc30a9 Mlf2
## "64704" "78372" "83815" "109108" "30853"
## Zfp598 Cd2ap Snrnp70 Rangap1 Add1
## "213753" "12488" "20637" "19387" "11518"
## Gm6644 Cct8 Pdap1 Hars Hacd1
## "626009" "12469" "231887" "15115" "30963"
## Bag6 Hat1 Zwilch Smdt1 Cox8a
## "224727" "107435" "68014" "69029" "12868"
## Gm15772 Ctse Pop5 Pgd St3gal4
## "100034726" "13034" "117109" "110208" "20443"
## Traip Rsu1 Arcn1 Ncapd3 Pea15a
## "22036" "20163" "213827" "78658" "18611"
## Ttk 1810058I24Rik Snrpd1 Qk Gtpbp2
## "22137" "67705" "20641" "19317" "56055"
## Sypl Larp1b Itgb7 Nhp2l1 Calr4
## "19027" "214048" "16421" NA "108802"
## Zfp414 Samhd1 Gpsm2 Psat1 Taf11
## "328801" "56045" "76123" "107272" "68776"
## Eif3l Rcc1 Mrps18b Cd2 Fkbp5
## "223691" "100088" "66973" "12481" "14229"
## Mad2l1 Fam96a Sod2 Atp5d Scrn3
## "56150" NA "20656" "66043" "74616"
## Kif11 Nfs1 Tspo Pfkm Mcm10
## "16551" "18041" "12257" "18642" "70024"
## Snrpb Romo1 Kctd20 Gnai2 Mif4gd
## "20638" "67067" "66989" "14678" "69674"
## Rpn2 Smc4 Ppt2 Fance Sirpa
## "20014" "70099" "54397" "72775" "19261"
## Exosc8 Arap2 Lsm7 Top2a Blm
## "69639" "212285" "66094" "21973" "12144"
## Smarcc1 Chtf18 Hspa9 Mogs Arpp19
## "20588" "214901" "15526" "57377" "59046"
## Srm Rab1 Ncaph2 Atg4d Cdca5
## "20810" NA "52683" "235040" "67849"
## Oip5 Snrnp40 Nudt19 Fam126a Cdc25c
## "70645" "66585" "110959" "84652" "12532"
## Ccdc34 Srpk1 Cdc25a Myl6 Nptn
## "68201" "20815" "12530" "17904" "20320"
## Pdlim1 Kif4 Ptms Ncoa7 Espl1
## "54132" "16571" "69202" "211329" "105988"
## Mea1 Spr Thyn1 Dtymk Ncapg
## "17256" "20751" "77862" "21915" "54392"
## Nfya Bub1b 1500012F01Rik Ap2a2 Mrpl30
## "18044" "12236" NA "11772" "107734"
## Sept7 Eif1b Ywhae Cdh17 Zcrb1
## NA "68969" "22627" "12557" "67197"
## Bak1 Tfdp2 Hmgn5 Arl6ip4 Cep76
## "12018" "211586" "50887" "65105" "225659"
## Arl4a Cdc20 Fdx1l Thoc6 Prim2
## "11861" "107995" NA "386612" "19076"
## Kif20a Mpzl1 Yipf4 Myo5a Tmem173
## "19348" "68481" "67864" "17918" NA
## Ybx1 Vrk2 Tifab Eef2 Kif18b
## "22608" "69922" "212937" "13629" "70218"
## Pqlc1 Haus4 Ccne2 Tmx1 Irf8
## NA "219072" "12448" "72736" "15900"
## Nup37 Hmmr Rrp9 St3gal6 Acy1
## "69736" "15366" "27966" "54613" "109652"
## Srsf2 Nuf2 Axl Gart Plxnb1
## "20382" "66977" "26362" "14450" "235611"
## Poc1a Pa2g4 Pacsin1 Cct3 Spsb3
## "70235" "18813" "23969" "12462" "79043"
## Nop58 Mtx2 Kctd12 Hist1h4i Dlgap5
## "55989" "53375" "239217" NA "218977"
## Tpx2 Nek2 Ndufaf2 Gadd45a Kifc5b
## "72119" "18005" "75597" "13197" "16580"
## Tecr Dag1 Slamf9 Hmgb1 Srsf7
## "106529" "13138" "98365" "15289" "225027"
## Phf5a Stoml2 Luc7l3 Acaa2 Bnip1
## "68479" "66592" "67684" "52538" "224630"
## P2ry13 Donson Wdr4 Cox7b Atp5c1
## "74191" "60364" "57773" "66142" "11949"
## Eif3d Degs1 Ttc27 Rnf8 Ppih
## "55944" "13244" "74196" "58230" "66101"
## Ergic1 Zfp385a Vamp3 Adipor1 Erh
## "67458" "29813" "22319" "72674" "13877"
## Commd1 Pcbp4 Gpi1 Vegfc Mad2l1bp
## "17846" "59092" "14751" "22341" "66591"
## Mknk2 Eif4b Dlst Ppm1b Tmed3
## "17347" "75705" "78920" "19043" "66111"
## Ppp2r5b Sh3glb1 Cd302 Gnl3 Dhrs4
## "225849" "54673" "66205" "30877" "28200"
## Gtf2a2 Slc39a7 Clspn Ghitm Eno3
## "235459" "14977" "269582" "66092" "13808"
## Zfp367 Slc25a3 Pole2 D030056L22Rik Tmem55b
## "238673" "18674" "18974" "225995" NA
## Ost4 Ncapg2 Srprb Kif18a Cenpk
## "67695" "76044" "20818" "228421" "60411"
## Sptssa Park7 Chchd3 Arhgap11a Vamp5
## "104725" "57320" "66075" "228482" "53620"
## Krtcap2 Ckap2l Gtf2h4 Naga Cebpz
## "66059" "70466" "14885" "17939" "12607"
## Clcn3 Psmg1 Qtrt1 Atad2 Depdc1b
## "12725" "56088" "60507" "70472" "218581"
## Rfc2 Ssbp4 Kif2c Slc20a1 Tmem86b
## "19718" "76900" "73804" "20515" "68255"
## Ehd4 Klhdc2 Asf1b Gm12191 Ccdc94
## "98878" "69554" "66929" "666899" NA
## Snx9 Exoc6 Actg1 Dbr1 Hmgcs1
## "66616" "107371" "11465" "83703" "208715"
## Rxrb Ppp1r14b Gm10094 Atp5j2 Snhg1
## "20182" "18938" NA "57423" "83673"
## Nfkbil1 Snrpg Nmnat3 Morf4l2 Brd4
## "18038" "68011" "74080" "56397" "57261"
## Gars Slc2a3 Blvra Ect2 Cenpp
## "353172" "20527" "109778" "13605" "66336"
## Gnl1 Dnph1 Igtp Supt3 Gabarapl2
## "14670" "381101" "16145" "109115" "93739"
## Sat1 Anks1 Gemin6 Prdx6 Bckdhb
## "20229" "224650" "67242" "11758" "12040"
## A430005L14Rik Pithd1 Nsmce1 Rnaseh2a Josd2
## "97159" "66193" "67711" "69724" "66124"
## Dkc1 AI413582 Acat1 Aup1 Pianp
## "245474" "106672" "110446" "11993" "319352"
## Mgat4b Prmt1 Snhg8 Cdc42ep4 Hmg20b
## "103534" "15469" "69895" "56699" "15353"
## Naa20 Bag2 Skiv2l Hspd1 Dcaf6
## "67877" "213539" "108077" "15510" "74106"
## Vegfb Suv39h1 Prdx1 Chchd1 Neil3
## "22340" "20937" "18477" "66121" "234258"
## Lsm3 Iah1 Ddx1 Narf Samd1
## "67678" "67732" "104721" "67608" "666704"
## Eif2ak2 Scpep1 Syncrip Acot13 Snx5
## "19106" "74617" "56403" "66834" "69178"
## Ube2t Spata24 Vmp1 Ckap2 1700097N02Rik
## "67196" "71242" "75909" "80986" "67522"
## Klhl12 Ndc80 Luc7l Slc16a6 Cmah
## "240756" "67052" "66978" "104681" "12763"
## Lrig3 Btla Steap3 Cnn3 Fgfr1op
## "320398" "208154" "68428" "71994" NA
## Eny2 Psme1 Vdac1 Rpn1 Csk
## "223527" "19186" "22333" "103963" "12988"
## Tmem97 Cenpm Map4 Psip1 Fam210b
## "69071" "66570" "17758" "101739" "67017"
## Bysl Abhd15 Usp1 Anapc5 Kars
## "53414" "67477" "230484" "59008" "85305"
## Bcas2 Txnl1 Hcfc1r1 Dnase1l1 Mxd3
## "68183" "53382" "353502" "69537" "17121"
## Pebp1 Sgk1 Rnf145 Tomm5 Dbf4
## "23980" "20393" "74315" "68512" "27214"
## Plk4 Dad1 Ncaph Psmd14 H2-T23
## "20873" "13135" "215387" "59029" "15040"
## Lsm4 Racgap1 H2-DMb2 Ydjc Dyrk3
## "50783" "26934" "15000" "69101" "226419"
## Ddost Idh3g Azi2 Diap3 Srp19
## "13200" "15929" "27215" NA "66384"
## Clcn5 Spc25 Slfn3 Tbrg1 Plcb3
## "12728" "66442" "20557" "21376" "18797"
## Oaz1 Pml Cct7 Ckb Ptk2
## "18245" "18854" "12468" "12709" "14083"
## Lims1 Lpcat3 Psmd1 Hnrnpc Cct6a
## "110829" "14792" "70247" "15381" "12466"
## Limd1 Mt1 Usp18 Psma7 Gch1
## "29806" "17748" "24110" "26444" "14528"
## Aarsd1 Hspa14 2700099C18Rik Galnt10 Hsp90aa1
## "69684" "50497" "77022" "171212" "15519"
## Mrps23 Rsl1d1 Copz1 Zw10 Hmgn2
## "64656" "66409" "56447" "26951" "15331"
## Aaas Ccrn4l Dpagt1 Tma7 Nudt1
## "223921" NA "13478" "66167" "17766"
## Ndufb6 Pfdn1 Bmp2k Ski Hrsp12
## "230075" "67199" "140780" "20481" NA
## Tpm3 Rnf26 Tamm41 Tyms Samm50
## "59069" "213211" "68971" "22171" "68653"
## Mmp14 Ube2q2 Ctnnbip1 D17H6S56E-5 Cenpn
## "17387" "109161" "67087" "110956" "72155"
## Cd320 Ddc Acyp2 Nenf Snx15
## "54219" "13195" "75572" "66208" "69024"
## Ssbp3 Eif1ax Dalrd3 Mtmr14 Ranbp3
## "72475" "66235" "67789" "97287" "71810"
## Tspan3 4931406C07Rik Tsr3 Mrpl27 Tap2
## "56434" "70984" "68327" "94064" "21355"
## Rpl38 Usp4 Sec14l1 Nsun2 Txn1
## "67671" "22258" "74136" "28114" "22166"
## Rsrp1 Suds3 Pon2 Cct4 Rab24
## "27981" "71954" "330260" "12464" "19336"
## Cdc123 Stk38 Spi1 Pold2 Peak1
## "98828" "106504" "20375" "18972" "244895"
## Piezo1 Haus8 Tcf12 Lmnb1 2310039H08Rik
## "234839" "76478" "21406" "16906" "67101"
## Fbxo5 Satb1 Leo1 Safb Frmd4a
## "67141" "20230" "235497" "224903" "209630"
## Gmds Pi4k2b Phb Xpo5 Rfwd3
## "218138" "67073" "18673" "72322" "234736"
## Gsr Ywhah Cnn2 Rfc3 Tonsl
## "14782" "22629" "12798" "69263" "72749"
## Gar1 Pla2g16 Akap8 Fam111a Alg14
## "68147" NA "56399" "107373" "66789"
## Imp3 Lats2 Mrpl20 Gm4737 Actl6a
## "102462" "50523" "66448" NA "56456"
## Clstn1 Rev1 Mybl2 Kpnb1 Dynll1
## "65945" "56210" "17865" "16211" "56455"
## Cep57 Nde1 Xk Cdk16 Ngfrap1
## "74360" "67203" "22439" "18555" NA
## Ube2i Rffl Pspc1 Brd2 Sik1
## "22196" "67338" "66645" "14312" "17691"
## Mre11a Lta Cmtr1 Rsl24d1 Ppp1cc
## "17535" "16992" "74157" "225215" "19047"
## Uba2 Spdl1 Lrpprc Lrwd1 B230217O12Rik
## "50995" "70385" "72416" "71735" "320879"
## Soga1 Mapk14 Xpnpep1 Psmc5 Sdf2l1
## "320706" "26416" "170750" "19184" "64136"
## Runx3 Mlst8 Nmt1 Ndufa10 Pitrm1
## "12399" "56716" "18107" "67273" "69617"
## Mrm1 Hexim1 Pmvk Umps Snhg20
## "217038" "192231" "68603" "22247" "76972"
## Ppp1r18 Nans Rbm7 Psmb2 Stk19
## "76448" "94181" "67010" "26445" "54402"
## Bcat2 Tpt1 Eif3b Kctd5 Flna
## "12036" "22070" "27979" "69259" "192176"
## Prkd3 Snrpa1 2300009A05Rik Tomm7 Matk
## "75292" "68981" "69478" "66169" "17179"
## Ibtk Aven Timm50 Fam98a Ccdc12
## "108837" "74268" "66525" "72722" "72654"
## Znhit3 Lrrc42 Trim28 Btf3 C330006A16Rik
## "448850" "77809" "21849" "218490" NA
## Higd2a Srrm2 Ska3 Bst2 Ppp2r1b
## "67044" "75956" "219114" "69550" "73699"
## Cmtm3 Leprot Snx1 Gsto1 Nucks1
## "68119" "230514" "56440" "14873" "98415"
## Mrpl22 Pfn2 Creld2 Pfkl Eno1
## "216767" "18645" "76737" "18641" "13806"
## Anapc16 Hacd2 Ppan Nlrx1 Shmt1
## "52717" "70757" "235036" "270151" "20425"
## Cenpt Pcbd2 Cox17 Ddx10 Chchd2
## "320394" "72562" "12856" "77591" "14004"
## Mpnd Smco4 Ift140 Fmnl3 Hspbp1
## "68047" "170748" "106633" "22379" "66245"
## Foxm1 Cenpe Cdca7l Hscb Guk1
## "14235" "229841" "217946" "100900" "14923"
## Khk Eif2b4 Orc2 Rhot2 Ahcy
## "16548" "13667" "18393" "214952" "269378"
## Bub1 Supt16 Sav1 Gid8 Atp13a3
## "12235" "114741" "64010" "76425" "224088"
## 2810025M15Rik Riok2 Chmp2a Mis18bp1 Tango2
## "69953" "67045" "68953" "217653" "27883"
## Rhbdf2 2810408I11Rik Reep4 Psmb7 Nme6
## "217344" "69941" "72549" "19177" "54369"
## Mbd2 Pold3 Cyp51 Dhfr Magohb
## "17191" "67967" "13121" "13361" "66441"
## Vcl Srrt Ddb2 Eif2a Dnajc19
## "22330" "83701" "107986" "229317" "67713"
## Irak1 Atp5e Nubp1 Efhd2 Ndufb11
## "16179" "67126" "26425" "27984" "104130"
## Anp32e Ccnb1ip1 Lap3 Uvrag Scd2
## "66471" "239083" "66988" "78610" "20250"
## Atp5a1 Rbmxl1 Spidr Slc25a13 Rangrf
## "11946" "19656" "224008" "50799" "57785"
## Gen1 Gfer Cln6 Set Them6
## "209334" "11692" "76524" "56086" "223626"
## Arhgap19 Syngr2 Dus3l Mipep Usp14
## "71085" "20973" "224907" "70478" "59025"
## Mgat4a Klhdc8b Pno1 Dscc1 Ubl7
## "269181" "78267" "66249" "72107" "69459"
## Htatip2 Uba7 Mpc2 Znrd1 Raver1
## "53415" "74153" "70456" NA "71766"
## Cdc7 Rad54l Slmo2 Nop10 Uqcrh
## "12545" "19366" NA "66181" "66576"
## Zmynd19 Rgl2 Ska1 Cltb Mrto4
## "67187" "19732" "66468" "74325" "69902"
## Usmg5 Pole Hnrnpa3 Acsl3 Pola1
## NA "18973" "229279" "74205" "18968"
## Tmem256 Pigf Crk Metap1d Mxi1
## "69186" "18701" "12928" "66559" "17859"
## Prpf19 Slirp Eif3k Trex1 Dlat
## "28000" "380773" "73830" "22040" "235339"
## Nelfcd Sp100 Snord15b Zdhhc2 Lrrc59
## "57314" "20684" "449631" "70546" "98238"
## Napa Hnrnpa2b1 Bscl2 Rad51 Naa38
## "108124" "53379" "14705" "19361" "78304"
## Casc5 Zbtb45 Dohh Wdr55 Mecr
## NA "232879" "102115" "67936" "26922"
## Acp5 Mrps10 Pbk Prr13 Casp3
## "11433" "64657" "52033" "66151" "12367"
## Pepd Prps2 Atg9a Cdkn2d Eme1
## "18624" "110639" "245860" "12581" "268465"
## Atp5f1 Atp6v0b Rnf139 Ptgs1 Fxn
## NA "114143" "75841" "19224" "14297"
## Ech1 Smc1a Mta3 Hnrnpf Ndrg3
## "51798" "24061" "116871" "98758" "29812"
## Sf3b6 Polr2j Ndufa11 Sumo3 Atp5b
## "66055" "20022" "69875" "20610" "11947"
## Vkorc1 Btd Gm1821 Nabp2 Hpse
## "27973" "26363" NA "69917" "15442"
## Dhcr24 Coq2 Nup62 Uchl5 Cit
## "74754" "71883" "18226" "56207" "12704"
## Itgb1 Tmem55a Ndufs7 Selenbp1 3110002H16Rik
## "16412" NA "75406" "20341" NA
## Aldh9a1 Snx14 Lpxn Suclg2 Aimp2
## "56752" "244962" "107321" "20917" "231872"
## Cnih1 Bin2 Ppm1m C2cd2l Nudcd2
## "12793" "668218" "67905" "71764" "52653"
## Endog Snord22 Gspt1 Hnrnpab Oas1a
## "13804" "100127111" "14852" "15384" "246730"
## Psmb4 Zfp318 Atic Psmc3 Ehmt2
## "19172" "57908" "108147" "19182" "110147"
## Aprt Vps11 Hyou1 Brca1 Sf3a2
## "11821" "71732" "12282" "12189" "20222"
## Ndufa4 Rp9 Narfl Cad Exosc2
## "17992" "55934" NA "69719" "227715"
## Net1 Knstrn Ruvbl2 Akap8l Srbd1
## "56349" "51944" "20174" "54194" "78586"
## Arsb Ahsa1 Ptges3 Polr2m Ifi44l
## "11881" "217737" "56351" "28015" "15061"
## Cdkn3 Axin1 Abcf2 Cnot10 Sept2
## "72391" "12005" "27407" "78893" NA
## Emg1 Eif2s2 St3gal2 Rad21 Hmgcl
## "14791" "67204" "20444" "19357" "15356"
## Anapc13 Ndufb7 Iqgap3 Ncoa4 Nudt5
## "69010" "66916" "404710" "27057" "53893"
## Nt5c Stt3a Ubald2 Gpank1 Fbxo3
## "50773" "16430" "319370" "81845" "57443"
## Rabac1 Msrb2 Rfc1 Mocs1 Dhrs3
## "14470" "76467" "19687" "56738" "20148"
## Rab5a Suclg1 Immt Dzip1 Eif3m
## "271457" "56451" "76614" "66573" "98221"
## Eps15 Anp32a Cenpi Apitd1 Calm1
## "13858" "11737" "102920" NA "12313"
## Mrps28 Rps27rt Stag1 Acadm Slc39a1
## "66230" "100043813" "20842" "11364" "30791"
## Gtse1 Nmral1 Cryl1 1700017B05Rik Gins4
## "29870" "67824" "68631" "74211" "109145"
## Galk1 Atg4b Zdhhc14 Mthfsl Msmo1
## "14635" "66615" "224454" "100039707" "66234"
## Kctd1 Nsl1 Micu1 Ubxn1 Cep128
## "106931" "381318" "216001" "225896" "75216"
## Sec61b Rftn1 Chchd6 Dgcr6 Rab12
## "66212" "76438" "66098" "13353" "19328"
## Nudt21 Mtmr2 Cenpl Dym Alkbh7
## "68219" "77116" "70454" "69190" "66400"
## Sltm Cchcr1 Rrp1b Emd Flot1
## "66660" "240084" "72462" "13726" "14251"
## Sf3b5 Vamp8 Lamtor1 Ap1s2 Hdlbp
## "66125" "22320" "66508" "108012" "110611"
## Dsn1 Bola1 Keap1 Adamts10 Kif2a
## "66934" "69168" "50868" "224697" "16563"
## Osbpl1a Vwa9 Alas1 Poldip2 Rab11b
## "64291" NA "11655" "67811" "19326"
## Skp1a Gale Mlh1 Gtf3a Foxo4
## NA "74246" "17350" "66596" "54601"
## Ndufa12 Smpd4 Ctbp1 Trip13 Rplp2-ps1
## "66414" "77626" "13016" "69716" "665931"
## Zbtb12 Tuba1a Tmem121 Hsd17b12 Sertad2
## "193736" "22142" "69195" "56348" "58172"
## Mrpl48 Csad Polr2k Ppa2 Lgals3bp
## "52443" "246277" "17749" "74776" "19039"
## Copb2 Pif1 Psma5 Def6 Mrpl37
## "50797" "208084" "26442" "23853" "56280"
## Dyrk4 Acadvl Arhgef39 Fkbp4 Asap1
## "101320" "11370" "230098" "14228" "13196"
## Shcbp1 Rpf2 1110059E24Rik D19Bwg1357e Mut
## "20419" "67239" "66206" NA NA
## Gemin7 Trap1 Wee1 Pnn Card11
## "69731" "68015" "22390" "18949" "108723"
## Tac4 Mrps36 Nxn Tbp Serbp1
## "93670" "66128" "18230" "21374" "66870"
## Arpc1a Cox16 Impa2 Wdr18 Wiz
## "56443" "66272" "114663" "216156" "22404"
## BC004004 Rpain Eml4 Slc35b2 Taf15
## "80748" "69723" "78798" "73836" "70439"
## Zfp523 Lars2 Abca7 Dxo Orc5
## "224656" "102436" "27403" "112403" "26429"
## Spcs2 Vrk1 Rdh10 Srf Mrps15
## "66624" "22367" "98711" "20807" "66407"
## Wdr74 Gcdh Ddx49 Farp1 Ivns1abp
## "107071" "270076" "234374" "223254" "117198"
## Wdr41 Nup43 Asb1 Mvd Gsg2
## "218460" "69912" "65247" "192156" NA
## Tmem109 Snhg9 Farsa Hdac9 Ubxn2a
## "68539" "73474" "66590" "79221" "217379"
## Isy1 Ercc6l Kntc1 Kat2b Daxx
## "57905" "236930" "208628" "18519" "13163"
## Noc2l Etv5 Ilk Bcap29 Cenpf
## "57741" "104156" "16202" "12033" "108000"
## Mtx1 Lactb Psma6 Mettl1 Bop1
## "17827" "80907" "26443" "17299" "12181"
## Atf6b Mast2 Galnt1 Atad5 Aspm
## "12915" "17776" "14423" "237877" "12316"
## Fam26f Tsc2 Ubxn6 Rbm6 Mcmbp
## NA "22084" "66530" "19654" "210711"
## Oasl1 Hacd3 Cmpk2 Maged1 Cacybp
## "231655" "57874" "22169" "94275" "12301"
## Tcof1 Eif3f Mis18a Rabggtb Ralbp1
## "21453" "66085" "66578" "19352" "19765"
## Psph Uqcrb Pcyt2 Wash1 Troap
## "100678" "67530" "68671" NA "78733"
## Bcl6 Itga6 Rap1gds1 Ctnna1 Dna2
## "12053" "16403" "229877" "12385" "327762"
## Nle1 Klf9 Hipk2 Sidt2 Srsf3
## "217011" "16601" "15258" "214597" "20383"
## Ndc1 Adgrl2 E2f3 Ndufaf7 Ints7
## "72787" "99633" "13557" "73694" "77065"
## Pold1 Nlrc4 Rbbp4 Idh1 Uap1
## "18971" "268973" "19646" "15926" "107652"
## Ssr2 Ube2f Atp2c1 Rad18 Tufm
## "66256" "67921" "235574" "58186" "233870"
## Ext2 Slc12a2 Fam134a Tlr1 Psmb6
## "14043" "20496" NA "21897" "19175"
## Akr1a1 Mllt1 Pnisr Mzt2 Adpgk
## "58810" "64144" "66625" "72083" "72141"
## Taf9 Mrps16 Alpk1 Agpat2 Gfra2
## "108143" "66242" "71481" "67512" "14586"
## Nup50 Eif3c Pde10a Cyb5r4 Larp7
## "18141" "56347" "23984" "266690" "28036"
## Alyref Ppp1r11 Nsa2 Hax1 Nsmce2
## "21681" "76497" "59050" "23897" "68501"
## Agpat5 Tpd52l2 March5 Manf Agap3
## "52123" "66314" NA "74840" "213990"
## Grpel1 Ndufs2 Abhd17a Ascc1 Gng5
## "17713" "226646" "216169" "69090" "14707"
## Tmem194 Tubg1 Dexi Magoh Epb4.1l4aos
## NA "103733" "58239" "17149" NA
## Rnf141 Rnf168 Cope Itgb2 Mboat7
## "67150" "70238" "59042" "16414" "77582"
## Ankrd54 Tubb2b Get4 Sco2 Arhgdia
## "223690" "73710" "67604" "100126824" "192662"
## Usp15 Mrpl33 4933404O12Rik Prr5 Fem1b
## "14479" "66845" "66752" "109270" "14155"
## Zwint Inafm1 Haus1 Nudc Snrpe
## "52696" "66300" "225745" "18221" "20643"
## Coro1a 2700094K13Rik Tarbp2 Denr Usp28
## "12721" NA "21357" "68184" "235323"
## Med8 Cyth3 Nap1l4 Aimp1 Bbs9
## "80509" "19159" "17955" "13722" "319845"
## 1700086O06Rik 0610012G03Rik Bad Kif20b St14
## "73516" "106264" "12015" "240641" "19143"
## Insig1 Luc7l2 Parp1 Nagpa Cpsf1
## "231070" "192196" "11545" "27426" "94230"
## Rasal3 Pccb Fbxo34 Eif3e Acbd4
## "320484" "66904" "78938" "16341" "67131"
## N6amt2 Ppat Miip Fez2 Mapk3
## NA "231327" "28010" "225020" "26417"
## Pih1d1 Uqcrc2 Parp2 Mpg Atl2
## "68845" "67003" "11546" "268395" "56298"
## Josd1 Spry4 Prnp Polr2d Rqcd1
## "74158" "24066" "19122" "69241" NA
## C330027C09Rik Smim12 Mcts1 1110004E09Rik Ppap2c
## NA "80284" "68995" NA NA
## Hace1 Ralb Fh1 Kat7 Ubash3b
## "209462" "64143" "14194" "217127" "72828"
## Tmem208 Atp6ap1 Gyg H2-Oa Myg1
## "66320" "54411" "27357" "15001" "60315"
## Hnrnpk Dpp9 Tubgcp3 Eif3a Cse1l
## "15387" "224897" "259279" "13669" "110750"
## 2210016F16Rik Dnajc11 Psmg3 Amdhd2 Itga5
## "70153" "230935" "66506" "245847" "16402"
## Hs6st1 Ankrd49 Asrgl1 Ddx11 Dynlt1c
## "50785" "56503" "66514" "320209" "100040563"
## Rpa3 Coq9 Pgam1 Eftud2 Ccdc101
## "68240" "67914" "18648" "20624" NA
## Dus1l Fcho2 Setd8 Slc44a2 Rac1
## "68730" "218503" NA "68682" "19353"
## Med11 Ilf3 Cmss1 Kri1 Fmnl1
## "66172" "16201" "66497" "215194" "57778"
## Cmpk1 Arhgef12 Clk3 Pck2 BC003965
## "66588" "69632" "102414" "74551" "214489"
## Reep5 Foxred1 Cers2 Pes1 Mrpl23
## "13476" "235169" "76893" "64934" "19935"
## Tnfrsf1b Agpat1 Pgk1 Zfp809 Myd88
## "21938" "55979" "18655" "235047" "17874"
## Acot7 Dedd2 Tmed1 Sgpp1 Trip10
## "70025" "67379" "17083" "81535" "106628"
## Ikzf1 Ehd1 Ak2 Plbd2 Atp6v0c
## "22778" "13660" "11637" "71772" "11984"
## Ctsa Plxnd1 St7 Slc39a10 Mvb12b
## "19025" "67784" "64213" "227059" "72543"
## Zdhhc3 Melk Vac14 Slc30a6 Rxra
## "69035" "17279" "234729" "210148" "20181"
## Asnsd1 Rmrp Pbx2 Srebf2 Eif4g1
## "70396" "19782" "18515" "20788" "208643"
## Tpp1 Nup133 Psmd11 Lmf1 Isoc1
## "12751" "234865" "69077" "76483" "66307"
## Sept11 Vdac3 Stard4 Tbca Eif4a3
## NA "22335" "170459" "21371" "192170"
## Inf2 Psmf1 Gadd45gip1 Lgals1 Rap1b
## "70435" "228769" "102060" "16852" "215449"
## Prrc2a Fancd2 Idh3b Fam50a Ppp1r8
## "53761" "211651" "170718" "108160" "100336"
## Prpsap1 Rars Nxt1 Srsf9 Kdm2b
## "67763" "104458" "56488" "108014" "30841"
## Pear1 Herpud2 Nudt3 Prr11 Psmd2
## "73182" "80517" "56409" "270906" "21762"
## Erp29 Dcaf12 Psmc3ip 3110082I17Rik Sun1
## "67397" "68970" "19183" "73212" "77053"
## Rtel1 Gpn3 Ptbp1 Rab8b Lancl2
## "269400" "68080" "19205" "235442" "71835"
## Trib1 M6pr Dgcr8 Wdr70 Ip6k1
## "211770" "17113" "94223" "545085" "27399"
## Cisd2 Ppm1j Snrpf Ndufc1 Haus5
## "67006" "71887" "69878" "66377" "71909"
## Tsen34 Gpm6b Hadhb Sertad1 Snhg4
## "66078" "14758" "231086" "55942" "100503380"
## Igbp1 Ccdc167 Psmd7 Pstpip1 Nop14
## "18518" "68597" "17463" "19200" "75416"
## H2-Ob Ldlrap1 Oard1 Sft2d1 Eif6
## "15002" "100017" "106821" "106489" "16418"
## Ndufs3 Psmc4 Trp53 Eif2s1 Wrn
## "68349" "23996" "22059" "13665" "22427"
## Rnf19a Psme2 Taf12 Tsfm Fam64a
## "30945" "19188" "66464" "66399" NA
## Foxn2 Strn Ift46 Echdc1 Hddc2
## "14236" "268980" "76568" "52665" "69692"
## Gna15 Wdfy2 Tbc1d14 Mrps24 Arl2
## "14676" "268752" "100855" "64660" "56327"
## Pfas Mto1 Ublcp1 Prkaa1 Yipf3
## "237823" "68291" "79560" "105787" "28064"
## Txndc17 Txndc5 Ppard Rnase4 Ttll12
## "52700" "105245" "19015" "58809" "223723"
## Polr3h Actn4 Vps35 Cenpw Pak1ip1
## "78929" "60595" "65114" "66311" "68083"
## Sap30 Oxsr1 Pradc1 Ruvbl1 Fkbp11
## "60406" "108737" "73327" "56505" "66120"
## Ifi35 Deaf1 E4f1 Srsf1 Prdx5
## "70110" "54006" "13560" "110809" "54683"
## Ssfa2 Stip1 Nol7 Arhgap9 Cetn3
## NA "20867" "70078" "216445" "12626"
## Lama4 Xrcc5 Ap3s1 Coa6 Slc20a2
## "16775" "22596" "11777" "67892" "20516"
## Prpf38a Rrbp1 Aldh16a1 Med17 Nolc1
## "230596" "81910" "69748" "234959" "70769"
## Hinfp Cebpzos 9530077C05Rik Mettl7a1 Usp46
## "102423" "68554" "68283" "70152" "69727"
## Pafah1b2 Gm15800 Zfp946 Gnptab Rfx7
## "18475" NA "74149" "432486" "319758"
## Ndufa8 Cinp Tdp1 Arpc2 Ppp2cb
## "68375" "67236" "104884" "76709" "19053"
## Ddb1 Canx Mfsd4 Mrpl15 Nsf
## "13194" "12330" NA "27395" "18195"
## 2810004N23Rik Capn1 Pomp Psmb5 Exosc6
## "66523" "12333" "66537" "19173" "72544"
## Psmd5 Sfi1 Gm6548 Las1l Coro2b
## "66998" "78887" "625054" "76130" "235431"
## Arrb2 Arrdc2 Gcsh Crem 9130401M01Rik
## "216869" "70807" "68133" "12916" "75758"
## Usp6nl Med20 Pycr2 Dap3 Mrpl40
## "98910" "56771" "69051" "65111" "18100"
## Tbc1d4 Hnrnpd Ndufc2 Lman1 Qrich1
## "210789" "11991" "68197" "70361" "69232"
## Eif4enif1 Pop7 Cdk2 Fam76b Nup205
## "74203" "74097" "12566" "72826" "70699"
## Pycrl Gatc Aars Mybbp1a Fbxl6
## "66194" "384281" "234734" "18432" "30840"
## Etf1 Casp1 Sgol2a Pip5k1b Fbxw2
## "225363" "12362" NA "18719" "30050"
## Zc3hc1 Rab11a Psma2 Mdc1 Zpr1
## "232679" "53869" "19166" "240087" "22687"
## Wdr5 Abcb8 Ctps Capn15 Lcmt1
## "140858" "74610" "51797" "50817" "30949"
## Dazap1 Mad1l1 Cox7a1 Mtbp Polr2e
## "70248" "17120" "12865" "105837" "66420"
## Usp10 Lmf2 Plekhg1 Prmt7 Rcc2
## "22224" "105847" "213783" "214572" "108911"
## Zc3hav1 Clpx Esco2 Rdm1 Mrpl54
## "78781" "270166" "71988" "66599" "66047"
## Dclre1b Atp5l Rad23b Ssna1 Nars
## "140917" "27425" "19359" "68475" "70223"
## Ppp4c Dtnb Hk1 Fam43a Tomm40
## "56420" "13528" "15275" "224093" "53333"
## Elp6 Dars2 Sdhb Pik3r1 Nob1
## "72341" "226539" "67680" "18708" "67619"
## Mef2c H2afj Snap23 Cops4 Cast
## "17260" NA "20619" "26891" "12380"
## Rap1a Otulin Lage3 Otud5 Stil
## "109905" "432940" "66192" "54644" "20460"
## Trappc10 Timm13 Psma3 Ppp1ca Rnaset2a
## "216131" "30055" "19167" "19045" "100037283"
## Tatdn2 Rpl36al Paxip1 Lrrc40 Fabp5
## "381801" "66483" "55982" "67144" "16592"
## Pdss1 Zfp637 Mrpl21 Arl8b Prps1
## "56075" "232337" "353242" "67166" "19139"
## Haao Hdac1 Tfeb Twf1 Sc5d
## "107766" "433759" "21425" "19230" "235293"
## Snapc5 Slc6a6 Timm10 Mrps35 Gapvd1
## "330959" "21366" "30059" "232536" "66691"
## Hras Mrps7 Noc4l Tor1aip2 Dhx58
## "15461" "50529" "100608" "240832" "80861"
## Nol12 2700029M09Rik Cct2 Mrps26 Eri1
## "97961" NA "12461" "99045" "67276"
## Eef1e1 Prkce Polr2h D330041H03Rik Vdac2
## "66143" "18754" "245841" "654822" "22334"
## Pigyl Dnaja3 E130012A19Rik Rpph1 Med7
## "66268" "83945" NA "85029" "66213"
## Nifk Klf16 Rbx1 Tchp Taf8
## "67949" "118445" "56438" "77832" "63856"
## Ammecr1 Snupn Fanci Hsbp1 Pitpnb
## "56068" "66069" "208836" "68196" "56305"
## Gab1 Tmem147 Trim26 Gnas Eml3
## "14388" "69804" "22670" "14683" "225898"
## Sf3b4 Zak Mcu Zcchc17 Acbd6
## "107701" NA "215999" "619605" "72482"
## Eed Ncbp1 Mrpl55 Usp39 Ssr1
## "13626" "433702" "67212" "28035" "107513"
## Bcl2l13 Ints10 Sf3a3 Csrp1 Ssh2
## "94044" "70885" "75062" "13007" "237860"
## Ggact Zfand3 Fgf13 Telo2 Rrp36
## "223267" "21769" "14168" "71718" "224823"
## Slc25a4 Ap1b1 Acsl5 Tbccd1 Ap1s1
## "11739" "11764" "433256" "70573" "11769"
## Ccdc71 Exosc9 Dnm1l Pros1 Kdelr1
## "72454" "50911" "74006" "19128" "68137"
## Mospd3 Fam3c Ssb Pex7 Dnttip1
## "68929" "27999" "20823" "18634" "76233"
## Zfp428 Gorasp2 Bora Rwdd1 Hyal2
## "232969" "70231" "77744" "66521" "15587"
## Pex6 Dtx3 Exosc5 Ticrr Sin3a
## "224824" "80904" "27998" "77011" "20466"
## Cpne3 Dhx15 Trim39 2700060E02Rik Slc31a1
## "70568" "13204" "79263" NA "20529"
## Edc3 Aacs U2surp Cops2 Leng8
## "353190" "78894" "67958" "12848" "232798"
## Tfb1m Abca3 Pacs1 Nup107 Wdr12
## "224481" "27410" "107975" "103468" "57750"
## Ccdc22 Enoph1 Wdr24 Armc1 Mettl9
## "54638" "67870" "268933" "74252" "59052"
## Pard6g Aco1 Gas5 Ccdc88a Slc25a44
## "93737" "11428" "14455" "108686" "229517"
## Faf1 A930015D03Rik Ndufa5 Hnrnpa1 Mylk
## "14084" "77810" "68202" "15382" "107589"
## Iars2 Usp33 Bnip2 Pdk3 Rrp15
## "381314" "170822" "12175" "236900" "67223"
## Srsf4 Arf2 Fam76a Mrpl44 Akap1
## "57317" "11841" "230789" "69163" "11640"
## Smim4 Fam101b Rhog Mob2 Fancl
## "66487" NA "56212" "101513" "67030"
## Kdelr2 Seh1l Tbcel Cops5 Pdcd5
## "66913" "72124" "272589" "26754" "56330"
## Rbl1 Bzw1 Hspa4 Ap4b1 Ccndbp1
## "19650" "66882" "15525" "67489" "17151"
## Cenpc1 Iars Tars Psmb3 Mrpl45
## "12617" "105148" "110960" "26446" "67036"
## Git1 Ecsit Ptov1 Cd151 Cars2
## "216963" "26940" "84113" "12476" "71941"
## Mars2 Knop1 Prpf3 Flywch1 Dis3l
## "212679" "66356" "70767" "224613" "213550"
## Asah1 Cnpy3 Ebna1bp2 Pnpt1 Rhno1
## "11886" "72029" "69072" "71701" "72440"
## Rnf187 Phlda1 Stx12 Psmd3 Mapre2
## "108660" "21664" "100226" "22123" "212307"
## Tmem183a Mrpl11 Tap1 Renbp Prkrir
## "57439" "66419" "21354" "19703" NA
## Ogfod3 Pus1 Gdi2 Ppp1r21 Gm2a
## "66179" "56361" "14569" "73825" "14667"
## Bub3 Adrm1 Cluh Gstm1 G2e3
## "12237" "56436" "74148" "14862" "217558"
## Ddrgk1 Mapk8ip3 Ctage5 Wbp5 Mapk6
## "77006" "30957" NA NA "50772"
## Rtn3 Pip4k2a Ccz1 1110008F13Rik Xpot
## "20168" "18718" "231874" NA "73192"
## Timm10b Nab1 Sars Pus7 Gabarapl1
## "14356" "17936" "20226" "78697" "57436"
## Psmc1 G3bp1 Lrrc8c Acadl Mrpl47
## "19179" "27041" "100604" "11363" "74600"
## Safb2 1810026J23Rik Rpp30 Crtap Vps26a
## "224902" NA "54364" "56693" "30930"
## Psmd9 Plscr2 Cstf3 Srpr Sacm1l
## "67151" "18828" "228410" "67398" "83493"
## Fdft1 Brcc3 Mrpl46 Myc Drap1
## "14137" "210766" "67308" "17869" "66556"
## Kdm7a Prkag2 Mettl5 Sdad1 Polr2c
## "338523" "108099" "75422" "231452" "20021"
## Ube2m Tmem108 Mmd Gpatch11 Sgk3
## "22192" "81907" "67468" "53951" "170755"
## Papd7 Cdc42ep3 Tnfrsf21 Gna12 Cdc27
## NA "260409" "94185" "14673" "217232"
## Fam89b D10Jhu81e Itpa Fdx1 Traf5
## "17826" NA "16434" "14148" "22033"
## Cd52 Sigmar1 Vkorc1l1 Wtap Cmc4
## "23833" "18391" "69568" "60532" "105886298"
## Eci1 Cdk2ap1 Vcpkmt Nelfa Cdca2
## "13177" "13445" "207965" "24116" "108912"
## Bod1 Hiatl1 Mrps18c Ubap2 Trmt1
## "69556" NA "68735" "68926" "212528"
## Mrps31 Pprc1 Chd3 Cramp1l Cs
## "57312" "226169" "216848" NA "12974"
## Bud13 Eprs Hnrnpl Rnf126 Cyb561d2
## "215051" "107508" "15388" "70294" "56368"
## Psmc6 Rpusd1 Prmt5 Ube4a Ubr7
## "67089" "106707" "27374" "140630" "66622"
## Nampt Cdc34 Gss Gsk3a Morc2a
## "59027" "216150" "14854" "606496" "74522"
## Trappc4 Adgrg3 Dnm2 Atp6v1b2 Ptpn9
## "60409" "54672" "13430" "11966" "56294"
## E130309D02Rik Cep83 Elmo1 Higd1a Eif4h
## NA "77048" "140580" "56295" "22384"
## Scly Zfand2b Elovl1 Cox6c Hn1
## "50880" "68818" "54325" "12864" NA
## Fhl3 Ssbp1 Adam9 Capg Lsm6
## "14201" "381760" "11502" "12332" "78651"
## Mms22l Atg3 Ddx21 Cdan1 Ccdc77
## "212377" "67841" "56200" "68968" "67200"
## Pus3 Pja2 Mpi Trpv2 Pin1
## "67049" "224938" "110119" "22368" "23988"
## Nploc4 Npat Adsl Tjap1 Ubb
## "217365" "244879" "11564" "74094" "22187"
## Tbc1d5 Rwdd2b Nadk Timm23 Dhrs1
## "72238" "53858" "192185" "53600" "52585"
## Fmr1 Camsap2 Emc7 Ppp1r2 Ltv1
## "14265" "67886" "73024" "66849" "353258"
## Psmd12 Ilkap Morn2 Ada Pkn2
## "66997" "67444" "378462" "11486" "109333"
## Isca2 Prps1l3 Ube2o Cdk5rap3 Mars
## "74316" "328099" "217342" "80280" NA
## Psmd4 Tssc1 Cdca4 Tpra1 Ypel5
## "19185" NA "71963" "24100" "383295"
## Senp1 Foxk2 Arl6ip6 Smc3 Uchl3
## "223870" "68837" "65103" "13006" "50933"
## Fig4 Utp18 Mrfap1 Vps29 Slc35b4
## "103199" "217109" "67568" "56433" "58246"
## Srrm1 Eefsec Dbi Slc45a4 Parp3
## "51796" "65967" "13167" "106068" "235587"
## Mphosph6 Ccni Ufsp2 Ifngr1 Polr1d
## "68533" "12453" "192169" "15979" "20018"
## Commd2 Nup54 Pld3 Atp6v1e1 Mrps14
## "52245" "269113" "18807" "11973" "64659"
## Med6 Smn1 Gltscr2 Chordc1 Usp25
## "69792" "20595" NA "66917" "30940"
## Gabpb2 Cdkn2aipnl Whsc1 Trim25 Ccpg1
## "213054" "52626" NA "217069" "72278"
## Slfn5 Faap20 Dennd1a Tbrg4 Tomm20
## "327978" "67513" "227801" "21379" "67952"
## Rasgrp3 Ctnnbl1 Bri3bp Synj2 Atn1
## "240168" "66642" "76809" "20975" "13498"
## Mtor Usp5 Nosip Cep295 Mbd3
## "56717" "22225" "66394" "319675" "17192"
## Hspa5 Sugt1 Ska2 Heatr3 Ilf2
## "14828" "67955" "66140" "234549" "67781"
## Eif5b Zfp467 Tusc2 Phf7 Zfp472
## "226982" "68910" "80385" "71838" "224691"
## Clpb Oxa1l Tmem192 Scaf8 Nsdhl
## "20480" "69089" "73067" "106583" "18194"
## Atf1 Cars Dnajc8 Naa50 Wdr45b
## "11908" "27267" "68598" "72117" "66840"
## Thap7 Elp5 Chd1l Mink1 Txnl4a
## "69009" "54351" "68058" "50932" "27366"
## Snora17 Eif2b5 Atox1 Klhl25 Gmpr
## "100306954" "224045" "11927" "207952" "66355"
## Serinc1 Katnb1 Man2b1 Lmnb2 Aamp
## "56442" "74187" "17159" "16907" "227290"
## Ftsj3 Dnpep Ptpn1 Mrps30 Osbpl8
## "56095" "13437" "19246" "59054" "237542"
## Eif4ebp1 Bckdk Zfyve21 Uxs1 Ndufa9
## "13685" "12041" "68520" "67883" "66108"
## Ak6 Cul7 Snf8 Psmd6 Pgm2
## "102216272" "66515" "27681" "66413" "66681"
## Sdhc Tnpo1 Rab27a Cul5 Isg20l2
## "66052" "238799" "11891" "75717" "229504"
## Eif1 Api5 Drosha Clcc1 Gnb4
## "20918" "11800" "14000" "229725" "14696"
## Tbc1d22a Brk1 Ece2 Mum1 Ggnbp2
## "223754" "101314" "107522" NA "217039"
## Cep89 Tmem261 Sympk Ndufa6 Tssc4
## "72140" NA "68188" "67130" "56844"
## Slc25a15 Uba5 Txndc15 Oat Nudt22
## "18408" "66663" "69672" "18242" "68323"
## Tbc1d22b Ube2e3 Btbd9 Tsnax Dusp4
## "381085" "22193" "224671" "53424" "319520"
## Ing5 Sapcd2 Crat Ece1 Mrpl16
## "66262" "72080" "12908" "230857" "94063"
## Vps52 Slk Atad3a Eif1ad Fhl1
## "224705" "20874" "108888" "69860" "14199"
## Scap Smad7 Snrpa Ccdc71l 0610007P14Rik
## "235623" "17131" "53607" "72123" NA
## Gm12669 Klhdc10 Rab40c Rrp7a Acsl4
## "620016" "76788" "224624" "74778" "50790"
## Wdr82 Dpm1-adnp Brip1os Usp19 Glb1
## "77305" NA "74038" "71472" "12091"
## C1d Firre Tank Tmod3 Rabepk
## "57316" "103012" "21353" "50875" "227746"
## Ndufs8 Ube2v1 Mtap Hbs1l Pts
## "225887" "66589" "66902" "56422" "19286"
## Ndufaf4 Acad9 Nsun5 Srebf1 Pdf
## "68493" "229211" "100609" "20787" "68023"
## Exosc1 Chmp3 Poc1b Stk3 Asna1
## "66583" "66700" "382406" "56274" NA
## Xbp1 Clcn7 Cuedc2 Shc1 Phactr4
## "22433" "26373" "67116" "20416" "100169"
## AU019823 Frat2 Fam188a Agtpbp1 Anxa7
## NA "212398" NA "67269" "11750"
## Rgs8 Cdk11b Phf19 Psmd13 Zfp160
## "67792" "12537" "74016" "23997" "224585"
## Hprt Acaa1a Fxyd5 Dffb Gpr108
## "15452" "113868" "18301" "13368" "78308"
## Plrg1 Med25 Lck Jmjd8 Erlin1
## "53317" "75613" "16818" "72106" "226144"
## Asb6 Mcrs1 Nup93 Rbm8a Urm1
## "72323" "51812" "71805" "60365" "68205"
## Ndufa1 Katna1 Ccdc124 Vav1 Ulk1
## "54405" "23924" "234388" "22324" "22241"
## Gusb Rufy1 Gtpbp1 Pip4k2c Smurf2
## "110006" "216724" "14904" "117150" "66313"
## Ostc Ccdc84 2700062C07Rik Twf2 Ndufb5
## "66357" "382073" "68046" "23999" "66046"
## Ubl3 Ptpmt1 Rassf1 Slc7a1 Rbmx2
## "24109" "66461" "56289" "11987" "209003"
## Cyfip1 Mmp11 Fam212a Zfp426 Sumf1
## "20430" "17385" NA "235028" "58911"
## Stx7 Fcf1 Tex264 Clasp2 Extl3
## "53331" "73736" "21767" "76499" "54616"
## Gmps Mycbp Ola1 Ddx18 Prr3
## "229363" "56309" "67059" "66942" "75210"
## Gfm1 BC055324 Nme7 Scamp2 Unc50
## "28030" "381306" "171567" "24044" "67387"
## Tanc1 Ppp2ca Kdelc1 Ap2m1 Bud31
## "66860" "19052" NA "11773" "231889"
## Shfm1 Dnajb6 Fundc2 Gpatch4 Sh3glb2
## NA "23950" "67391" "66614" "227700"
## Pdcd10 Dok2 Tm2d3 Ipo11 Tma16
## "56426" "13449" "68634" "76582" "66282"
## Rasa2 Alg5 Slc25a45 Commd9 Zfp511
## "114713" "66248" "107375" "76501" "69752"
## Golph3l Ppig Eif2b1 Mphosph10 Gmppb
## "229593" "228005" "209354" "67973" "331026"
## Minos1 Vps16 Jup Tm9sf1 Raly
## NA "80743" "16480" "74140" "19383"
## Tmem59 Ttf2 Mbnl3 Vps13c Aagab
## "56374" "74044" "171170" "320528" "66939"
## Herc1 Tsta3 Rbm14 Carkd Eci2
## "235439" NA "56275" NA "23986"
## Dctn2 St13 Ict1 Smchd1 Pygm
## "69654" "70356" NA "74355" "19309"
## Itgb1bp1 Nat10 Dnaja2 Golt1b H3f3a
## "16413" "98956" "56445" "66964" "15078"
## Cbl Wdr76 Itpr3 Pglyrp2 Calr
## "12402" "241627" "16440" "57757" "12317"
## Rcl1 Tardbp Ppp1r7 Fam49b Rae1
## "59028" "230908" "66385" NA "66679"
## Got2 E2f7 Gt(ROSA)26Sor Gtf3c5 Shb
## "14719" "52679" "14910" "70239" "230126"
## Tmco1 2410016O06Rik Ncf4 Man2a1 Cpped1
## "68944" NA "17972" "17158" "223978"
## Afg3l2 Magt1 Man1a Rusc1 U2af2
## "69597" "67075" "17155" "72296" "22185"
## Ndufab1 Zbtb22 Ccdc47 Riok3 Sac3d1
## "70316" "81630" "67163" "66878" "66406"
## Fam133b Drg1 Ywhab Ptges2 Clp1
## "68152" "13494" "54401" "96979" "98985"
## Gins3 Abhd17c Oaz2 Arih1 Ppwd1
## "78833" "70178" "18247" "23806" "238831"
## Skap2 Dvl1 Upf3b 2610318N02Rik Emc6
## "54353" "13542" "68134" "70458" "66048"
## Txndc9 Nkrf Abhd10 Akt3 Rbm28
## "98258" "77286" "213012" "23797" "68272"
## Ipo9 Rgs12 Ppie Tra2b B4galt5
## "226432" "71729" "56031" "20462" "56336"
## Rpusd4 Apbb1ip Mrpl36 Snrnp27 Ppp4r1
## "71989" "54519" "94066" "66618" "70351"
## Ogfod2 Taf5l Pan2 Gimap4 Kctd9
## "66627" "102162" "103135" "107526" "105440"
## Ddx26b Aida Wdr48 Ndufs1 Tprkb
## NA "108909" "67561" "227197" "69786"
## Trim37 Rnpc3 Zfp959 Meaf6 Abhd11
## "68729" "67225" "224893" "70088" "68758"
## Alkbh8 Rnpep Rps19bp1 Cfap45 Nop2
## "67667" "215615" "66538" "71870" "110109"
## Psmc2 Tnip2 Gabbr1 Kdm5d Calcrl
## "19181" "231130" "54393" "20592" "54598"
## Emc8 Tada3 Lrrc49 Pim3 Fpgs
## "18117" "101206" "102747" "223775" "14287"
## Mitd1 Cab39l Mrpl34 Cops7a Vti1a
## "69028" "69008" "94065" "26894" "53611"
## Gaa Zfp609 Cep63 Ddx27 5031414D18Rik
## "14387" "214812" "28135" "228889" NA
## Rprd1b Ift27 Rpl22l1 Arih2 Zfp760
## "70470" "67042" "68028" "23807" "240034"
## Slfn9 Slc2a1 Cul3 Spryd3 Tmem259
## "237886" "20525" "26554" "223918" "216157"
## Rad9a P4ha1 Nedd8 Skap1 Pom121
## "19367" "18451" "18002" "78473" "107939"
## Abtb1 Slc35a4 Tubgcp2 Nudcd1 Tor1a
## "80283" "67843" "74237" "67429" "30931"
## Pcgf6 Gtf3c2 Itpripl1 Ebp Qdpr
## "71041" "71752" "73338" "13595" "110391"
## Ccdc107 2310033P09Rik Cactin Tmem63a Cnbp
## "622404" "67862" "70312" "208795" "12785"
## Spata5 Parp12 Babam1 Armc8 Cbx3
## "57815" "243771" "68251" "74125" "12417"
## Maz Acot9 Sil1 Gatad2a Tmem258
## "17188" "56360" "81500" "234366" "69038"
## 4930427A07Rik Zc3h18 Ap2s1 Vprbp Eif4e
## NA "76014" "232910" NA "13684"
## Panx1 Mir703 Mettl14 Nop16 Gstcd
## "55991" "735265" "210529" "28126" "67553"
## Grwd1 Uxt Fto Igsf9 Rraga
## "101612" "22294" "26383" "93842" "68441"
## Noa1 Sars2 Coro1c Fasn Ormdl2
## "56412" "71984" "23790" "14104" "66844"
## Taco1 Mapk11 Sh3bp1 Gkap1 Peg13
## "70207" "19094" "20401" "56278" "353342"
## Sirt2 Spg21 Fam104a Dhx57 Ccdc82
## "64383" "27965" "28081" "106794" "66396"
## Ninj1 Ubr2 Ubqln4 Smarcb1 Dnajc15
## "18081" "224826" "94232" "20587" "66148"
## Polr2b Apmap Ica1 Ergic3 Tmed2
## "231329" "71881" "15893" "66366" "56334"
## Xrn2 Smim15 Fcmr Zfp639 Il10rb
## "24128" "75616" "69169" "67778" "16155"
## Polr2i Cd84 Trim41 Jun Pde12
## "69920" "12523" "211007" "16476" "211948"
## Smg9 Lsm12 Utp14a Ubl5 Rbbp8
## "71997" "268490" "72554" "66177" "225182"
## Ube2l3 Milr1 Pef1 Cul2 Pcgf5
## "22195" "380732" "67898" "71745" "76073"
## Mrpl49 Mtch2 Cdk8 Ucp2 Coq7
## "18120" "56428" "264064" "22228" "12850"
## 2310022A10Rik Pdcd6 Ddx3y Tnk2 Chaf1b
## "66367" "18570" "26900" "51789" "110749"
## Dpcd Klhdc4 Ubac2 Kif1c Usf2
## "226162" "234825" "68889" "16562" "22282"
## Naa40 Cstf2 Rmdn3 Snrk Yars
## "70999" "108062" "67809" "20623" "107271"
## U2af1l4 Nkiras2 B3galnt2 Hsd17b10 Hmgcr
## "233073" "71966" "97884" "15108" "15357"
## Ireb2 Mrpl51 Cyb5r1 Gria2 Nfkbib
## "64602" "66493" "72017" "14800" "18036"
## Mrps12 Chmp6 Fam129a Ccny Smyd5
## "24030" "208092" NA "67974" "232187"
## Nup153 Ppm1a G6pc3 Acad11 Wdr36
## "218210" "19042" "68401" "102632" "225348"
## Klhl2 Uty Wdr26 Tbce Reep3
## "77113" "22290" "226757" "70430" "28193"
## Ptpra Ppcdc Grhpr Klf6 Pdcd7
## "19262" "66812" "76238" "23849" "50996"
## Ppm1f Mcur1 B4gat1 Lrba Gtpbp4
## "68606" "76137" "108902" "80877" "69237"
## Ttll4 Alg10b Pidd1 Mfsd5 Sdf2
## "67534" "380959" "57913" "106073" "20316"
## Ufc1 Stk11 Dr1 Ppp2r3c Glcci1
## "66155" "20869" "13486" "59032" "170772"
## S100a13 Becn1 Etfb Rer1 Ankrd32
## "20196" "56208" "110826" "67830" NA
## Luzp1 Fut8 Mrps21 Trp53i13 Heatr5b
## "269593" "53618" "66292" "216964" "320473"
## Zfp672 Dhodh Ddx19a Hist1h1c Laptm4a
## "319475" "56749" "13680" NA "17775"
## Edf1 Ccdc61 Wars Dnajc17 Fus
## "59022" "232933" "22375" "69408" "233908"
## Slc16a1 Hmga2-ps1 Bloc1s5 Nutf2 Ccdc58
## "20501" "15365" "17828" "68051" "381045"
## Nae1 Spns1 Magi3 Herc6 Chchd4
## "234664" "73658" "99470" "67138" "72170"
## Nif3l1 Card6 Filip1 Mrpl38 Med9
## "65102" "239319" "70598" "60441" "192191"
## Ckap5 Fnta Rad54l2 Slc39a6 Mrpl1
## "75786" "14272" "81000" "106957" "94061"
## Pdia6 Spast Atr Atp2a2 Lsg1
## "71853" "50850" "245000" "11938" "224092"
## Mfsd1 Tbc1d10b Cyp20a1 Pmm2 Ndufs6
## "66868" "68449" "77951" "54128" "407785"
## Zbtb14 Aqr Gpd2 Timm44 Zmat2
## "22666" "11834" "14571" "21856" "66492"
## Nprl2 Pdlim5 Slmap Tab2 Coq6
## "56032" "56376" "83997" "68652" "217707"
## Hadha Ptrh2 Zfp180 Cln5 Wbscr16
## "97212" "217057" "210135" "211286" NA
## Nup188 Mrps5 Dhrs7b Selk Srsf10
## "227699" "77721" "216820" NA "14105"
## Tmem101 Spcs3 Rpp25l Yif1b Cops3
## "76547" "76687" "69961" "77254" "26572"
## Pomt1 Gnpda1 Gstz1 Tfpt Prpf40a
## "99011" "26384" "14874" "69714" "56194"
## Ap1g2 Otud6b Gemin4 Dync1li1 0610009B22Rik
## "11766" "72201" "276919" "235661" "66050"
## Asl Hsd11b1 Auh Nktr Anxa4
## "109900" "15483" "11992" "18087" "11746"
## Fkbp8 Ecd Sra1 Irf9 Nupl1
## "14232" "70601" "24068" "16391" "71844"
## Atf7 Sertad3 Secisbp2 Chmp4b Klhl5
## "223922" "170742" "75420" "75608" "71778"
## Lrrfip1 Mapk9 B4galt7 Cept1 Htatsf1
## "16978" "26420" "218271" "99712" "72459"
## Gemin2 Zfp1 Pfdn4 Fam118b Elof1
## "66603" "22640" "109054" "109229" "66126"
## Sap25 Hgs Rnf41 Rbm17 Ring1
## "751865" "15239" "67588" "76938" "19763"
## Rab6a Vamp2 Qsox1 Sfxn1 Aasdhppt
## "19346" "22318" "104009" "14057" "67618"
## Wdr8 Pacsin2 Pnkp Aco2 Eaf1
## NA "23970" "59047" "11429" "74427"
## Imp4 Eif2s3y Acin1 Cnot11 Rbfa
## "27993" "26908" "56215" "52846" "68731"
## Galnt2 Exoc4 Dcakd Rad50 Odf2
## "108148" "20336" "68087" "19360" "18286"
## Tmem39b Zfp53 Pacs2 Tbcc Tmem115
## "230770" "24132" "217893" "72726" "56395"
## Dhx30 Ttc32 Celf1 Mrps27 Cpsf3l
## "72831" "75516" "13046" "218506" NA
## Pcmt1 Pdk1 Pelp1 Dnajc2 Myadm
## "18537" "228026" "75273" "22791" "50918"
## Nipa2 Smpdl3a Cdc16 Tmem30a Grsf1
## "93790" "57319" "69957" "69981" "231413"
## Mrpl50 Med22 Eif2d Fyn Dmap1
## "28028" "20933" "16865" "14360" "66233"
## Sephs2 Dnttip2 Tial1 Eif4e2 D2Wsu81e
## "20768" "99480" "21843" "26987" NA
## Arpc1b Aurkaip1 Pnkd Tomm22 Cwc27
## "11867" "66077" "56695" "223696" "67285"
## Gnb2 Surf2 B3gat3 Bdh1 Ifi47
## "14693" "20931" "72727" "71911" "15953"
## Tle3 Dis3 Akt1s1 Ptma Brap
## "21887" "72662" "67605" "19231" "72399"
## Dcaf11 Sdha 2310011J03Rik Dnajb12 Mapk1ip1l
## "28199" "66945" "66374" "56709" "218975"
## Stk25 Scrib Usp7 Hnrnpu Nfx1
## "59041" "105782" "252870" "51810" "74164"
## Ywhaq Cep55 Mid1ip1 Pdcd6ip Mapkapk2
## "22630" "74107" "68041" "18571" "17164"
## Rab18 Swi5 Pcbp1 Mrps9 Gle1
## "19330" "72931" "23983" "69527" "74412"
## Ints9 Plekhf2 Actr1b Arl3 Map2k5
## "210925" "71801" "226977" "56350" "23938"
## Mdh1 AI506816 Prdx4 Golga7 Triap1
## "17449" "433855" "53381" "57437" "69076"
## Ide Ndufs5 Apobec3 Slc29a3 Ptpn11
## "15925" "595136" "80287" "71279" "19247"
## Pcp4l1 Apex2 Cnppd1 Ipo4 Ttc1
## "66425" "77622" "69171" "75751" "66827"
## Rnf11 Isoc2a Tspan5 Erc1 Dtnbp1
## "29864" "664994" "56224" "111173" "94245"
## Ddx23 Erich1 Med10 Arl10 Msh3
## "74351" "234086" "28077" "56795" "17686"
## Pcgf3 Mzt1 Tsn Prkci Selo
## "69587" "76789" "22099" "18759" NA
## Tmem128 Ccdc28a Zfp944 Sos2 Hus1
## "66309" "215814" "319615" "20663" "15574"
## Mon1a 0610010K14Rik Skp2 Mier2 Rbm43
## "72825" "104457" "27401" "70427" "71684"
## Smndc1 Fastkd2 Lrrc8b Dolpp1 Sema4d
## "76479" "75619" "433926" "57170" "20354"
## Tmem176b Tbl1xr1 Cherp Pde7a Vcp
## "65963" "81004" "27967" "18583" "269523"
## Mvk Rad17 Trmt11 Tsc22d1 Umad1
## "17855" "19356" "73681" "21807" "100036521"
## Pms2 Alg9 Mrps17 Siah2 Nfatc2ip
## "18861" "102580" "66258" "20439" "18020"
## Acox1 Tcea1 Chp1 Mrpl41 Zmiz2
## "11430" "21399" "56398" "107733" "52915"
## Aaed1 Tstd3 Chka Poli Prkrip1
## NA "77032" "12660" "26447" "66801"
## Tnip1 Pik3r2 5031439G07Rik Kat2a Nedd1
## "57783" "18709" "223739" "14534" "17997"
## Cd3eap Ccdc132 Cltc Zfand5 Bcl7c
## "70333" NA "67300" "22682" "12055"
## Tmem201 Bcl2l11 Tmco4 Rngtt Ubxn8
## "230917" "12125" "77056" "24018" "108159"
## Bmyc Ldlrad3 B4galt3 Lsm14a Vps37b
## "107771" "241576" "57370" "67070" "330192"
## Dph1 Btaf1 Slc35a1 Ext1 Nup155
## "116905" "107182" "24060" "14042" "170762"
## Thoc3 Tab1 Elp2 Ppp6r2 Pex16
## "73666" "66513" "58523" "71474" "18633"
## Mad2l2 Lbr Polr3gl Ctdspl 1810037I17Rik
## "71890" "98386" "69870" "69274" "67704"
## Synj2bp-cox16 Akip1 Tm7sf3 Ppp1r37 Tob1
## NA "57373" "67623" "232947" "22057"
## Hdac6 Dock1 Ampd3 Rrp8 Mrpl57
## "15185" "330662" "11717" "101867" "67840"
## Opa3 D8Ertd82e Mmgt1 Utp20 Lztr1
## "403187" NA "236792" "70683" "66863"
## Gimap8 Coq5 Ctc1 Pstk Eif1a
## "243374" "52064" "68964" "214580" "13664"
## Rnasel Tmem33 Inpp5b 3300005D01Rik Mmgt2
## "24014" "67878" "16330" "78512" "216829"
## Rpp14 Dusp7 Ogfr Cwf19l2 Ciapin1
## "67053" "235584" "72075" "244672" "109006"
## Fars2 Puf60 Nip7 Cdc23 Mff
## "69955" "67959" "66164" "52563" "75734"
## Rbm25 Papd4 Spcs1 Msantd4 Kin
## "67039" NA "69019" "78100" "16588"
## Commd5 Sec13 Sppl2a Tada1 Topors
## "66398" "110379" "66552" "27878" "106021"
## Pphln1 Bri3 Plin2 Mfsd10 Pin4
## "223828" "55950" "11520" "68294" "69713"
## 4933439C10Rik Tcerg1 Rnh1 Cyth4 Zranb2
## "74476" "56070" "107702" "72318" "53861"
## Dennd4a 2610001J05Rik Trappc1 Pgrmc2 Tagap1
## "102442" NA "245828" "70804" "380608"
## Arl1 Utp6 Cnep1r1 Zdhhc16 Manbal
## "104303" "216987" "382030" "74168" "69161"
## Tpm4 Emc4 Sapcd1 Ints5 R3hdm1
## "326618" "68032" "78376" "109077" "226412"
## Mrpl39 Man2c1 Capza2 Arhgap1 Xrcc6bp1
## "27393" "73744" "12343" "228359" NA
## Adprhl2 Gm5801 Usp3 Arid1b Fam120a
## NA "545056" "235441" "239985" "218236"
## Rinl Snx12 Adar Cdkn2c Smad1
## "320435" "55988" "56417" "12580" "17125"
## Abca1 Rab14 Suz12 Trmt6 Dld
## "11303" "68365" "52615" "66926" "13382"
## Zdhhc6 Map3k4 Ensa Dkkl1 1110038F14Rik
## "66980" "26407" "56205" "50722" "117171"
## Sec61a1 Spsb4 Clptm1 Tcf7l1 Rbck1
## "53421" "211949" "56457" "21415" "24105"
## Ewsr1 Cpsf4 Zfp422 Arrdc1 Cndp2
## "14030" "54188" "67255" "215705" "66054"
## Hectd1 Irgm1 Rabl6 Med4 Cpsf6
## "207304" "15944" "227624" "67381" "432508"
## Snord15a Ube2g2 Glul Glrx3 Nacc1
## "449630" "22213" "14645" "30926" "66830"
## Klc1 Art4 Aifm1 Phgdh Tex261
## "16593" "109978" "26926" "236539" "21766"
## Sys1 Iscu Cdk6 Ptpn2 Ino80e
## "66460" "66383" "12571" "19255" "233875"
## Lars Ppp1cb Ncf2 6030458C11Rik Mapre1
## "107045" "19046" "17970" "77877" "13589"
## Dpm2 Utp11l Wdr77 Uck2 Ogdh
## "13481" NA "70465" "80914" "18293"
## Sucla2 Dctn5 Esd Wbp2 Capns1
## "20916" "59288" "13885" "22378" "12336"
## Rpf1 Mtpn H2-T22 Ngdn Rps6ka1
## "70285" "14489" "15039" "68966" "20111"
## Dpm3 Golph3 Mpdu1 Uba1 Tmem50a
## "68563" "66629" "24070" "22201" "71817"
## Strap Otub1 Cbx1 Lbh Gm12238
## "20901" "107260" "12412" "77889" "100303747"
## Wbp11 Tmem234 Tm9sf2 Frg1 H2-T9
## "60321" "76799" "68059" "14300" "15051"
## Abce1 Rnf214 Mfn1 Wdr53 Cep104
## "24015" "235315" "67414" "68980" "230967"
## Hspb11 Sergef Timmdc1 Faap24 Cnih4
## "72938" "27414" "76916" "101831" "98417"
## Fbxo42 Vars2 Zfp942 Apba3 Slc33a1
## "213499" "68915" "73233" "57267" "11416"
## Dtwd1 BC017158 Fam149b Zfp800 Supt4a
## "69185" NA "105428" "627049" "20922"
## AB124611 Rell1 Ndufaf6 Cog1 Tti1
## "382062" "100532" "76947" "16834" "75425"
## Pdhx Klc4 Acbd5 Dph3 Sclt1
## "27402" "74764" "74159" "105638" "67161"
## Tomm40l Hmgxb4 Peo1 Sf3b2 Mettl4
## "641376" "70823" NA "319322" "76781"
## Atm Tprn Lin9 Rps6ka4 Dhdds
## "11920" "97031" "72568" "56613" "67422"
## Zfpl1 Epm2aip1 Tmem29 Acvr1b Agk
## "81909" "77781" "382245" "11479" "69923"
## Ndufaf1 Haus6 Map1s Mtr Zbtb25
## "69702" "230376" "270058" "238505" "109929"
## Malt1 Wdyhv1 Znfx1 Aar2 Thoc1
## "240354" "76773" "98999" "68295" "225160"
## C030006K11Rik Tsen54 Zfp771 Cecr5 2010012O05Rik
## "223665" "76265" "244216" NA NA
## Dnajc24 Spen Arf4 Rnf157 Casp8ap2
## "99349" "56381" "11843" "217340" "26885"
## Fubp3 Bbip1 A930005H10Rik Tyk2 2310009B15Rik
## "320267" "100503572" "68161" "54721" "69549"
## Mocs2 Slc35c1 Cog4 Erlin2 Xpa
## "17434" "228368" "102339" "244373" "22590"
## Susd3 Naf1 Ccnc Pknox1 Cops7b
## "66329" "234344" "51813" "18771" "26895"
## Nit2 Polr3b Zfp410 Senp2 Rpap3
## "52633" "70428" "52708" "75826" "71919"
## Csde1 Ago2 Pdpk1 Lias Lrrc45
## "229663" "239528" "18607" "79464" "217366"
## Rps6kb2 Abcb7 Metap1 Pus10 Pop4
## "58988" "11306" "75624" "74467" "66161"
## St3gal1 Rrp12 Arhgap21 1600020E01Rik Spg7
## "20442" "107094" "71435" "72012" "234847"
## Dhx40 Nrf1 Nudt2 Gde1 Polh
## "67487" "18181" "66401" "56209" "80905"
## Tmem11 Sik3 Crnkl1 Nr3c1 Fam21
## "216821" "70661" "66877" "14815" NA
## Mpv17l2 Rtcb Wipi2 Il33 Ube2k
## "234384" "28088" "74781" "77125" "53323"
## Relt Zfp622 Smim8 Stat5b Map3k7
## "320100" "52521" "66291" "20851" "26409"
## Slc9a7 Chkb Polr1a Snx25 Ccnh
## "236727" "12651" "20019" "102141" "66671"
## Crbn Wbscr22 Tex30 Kpna3 Msto1
## "58799" NA "75623" "16648" "229524"
## Med14 Nf2 1810032O08Rik Aggf1 Drg2
## "26896" "18016" NA "66549" "13495"
## Bms1 Tfg Ube2r2 Arhgap27 Zcchc6
## "213895" "21787" "67615" "544817" NA
## Gramd3 Ten1 Pcif1 Smu1 Lasp1
## "107022" "69535" "228866" "74255" "16796"
## Sar1b Crtc3 Ndufa2 Gltp Gm561
## "66397" "70461" "17991" "56356" NA
## Hpcal1 Mrpl32 Smarcc2 Tiam1 Lsm5
## "53602" "75398" "68094" "21844" "66373"
## Cul1 Tlk1 Rheb Nt5c3b Zfp91
## "26965" "228012" "19744" "68106" "109910"
## Prpf4b 2310036O22Rik Slc19a1 Smim11 H2afy
## "19134" NA "20509" "68936" NA
## Bclaf1 Vps25 Nfkbia Nxf1 Lsm8
## "72567" "28084" "18035" "53319" "76522"
## Pfdn5 Clcf1 Abcg1 Ei24 Timm9
## "56612" "56708" "11307" "13663" "30056"
## Sf1 H2afv Vezf1 Tcp11l2 Dcun1d5
## "22668" NA "22344" "216198" "76863"
## H1fx Pelo Atf4 Zfp36 Sepw1
## NA "105083" "11911" "22695" NA
## Myh9 2010107E04Rik Nono Atp1b3 Atp5j
## "17886" NA "53610" "11933" "11957"
## Map1lc3b Msra Sub1 Coa3 Emc10
## "67443" "110265" "20024" "52469" "69683"
## Tomm70a Nsmaf Senp6 Srp9 Cdk9
## "28185" "18201" "215351" "27058" "107951"
## Slc35b1 Fbxo11 E2f2 Cxxc1 Baz1a
## "110172" "225055" "242705" "74322" "217578"
## Adipor2 Sf3a1 Cnot3 Ctdsp1 Ube2z
## "68465" "67465" "232791" "227292" "268470"
## Rbm10 Hira Thoc5 Ap2a1 Atp6v1c1
## "236732" "15260" "107829" "11771" "66335"
## Gna13 Pigu Anapc1 Rb1 Ino80c
## "14674" "228812" "17222" "19645" "225280"
## Psmd10 Tbcd Hsph1 Tmem229b Ccdc25
## "53380" "108903" "15505" "268567" "67179"
## Pdzd11 Ndufb4 Rcbtb1 Tceb3 Nop9
## "72621" "68194" "71330" NA "67842"
## Arhgap17 Ubald1 Stk26 Sssca1 Pcnp
## "70497" "207740" "70415" NA "76302"
## Gps1 Lsm14b Ctr9 Twsg1 1500011B03Rik
## "209318" "241846" "22083" "65960" "66236"
## Znrf2 Tmc8 Sugp1 Ncln Ipmk
## "387524" "217356" "70616" "103425" "69718"
## Rab9 Toe1 Unc119 2210016L21Rik Yars2
## "56382" "68276" "22248" "72357" "70120"
## Rnf111 Dctn4 Zfp277 Aatf Zcchc9
## "93836" "67665" "246196" "56321" "69085"
## Ascc2 Hdac10 Junb Prmt3 Med19
## "75452" "170787" "16477" "71974" "381379"
## Zadh2 Myef2 Med16 Taf1 Samsn1
## "225791" "17876" "216154" "270627" "67742"
## Ubl4a Sap30l L3mbtl2 Tmem126a Atpaf2
## "27643" "50724" "214669" "66271" "246782"
## Sgms1 Exosc4 Tmx2 Gtf2h3 Itpr1
## "208449" "109075" "66958" "209357" "16438"
## Cox18 Pgs1 Helb Calm3 Fndc3a
## "231430" "74451" "117599" "12315" "319448"
## Rnmt Sla Tmem184b Tdrd3 Pja1
## "67897" "20491" "223693" "219249" "18744"
## Cep85 Ice2 Pwp2 Adh5 Alg1
## "70012" "93697" "110816" "11532" "208211"
## Nol10 Hmbox1 St6galnac4 Krr1 Jade1
## "217431" "219150" "20448" "52705" "269424"
## Spag9 Thap4 Thtpa Utp15 Xpo4
## "70834" "67026" "105663" "105372" "57258"
## Fbxw4 Srsf11 Mtfmt Alg3 Zfp51
## "30838" "69207" "69606" "208624" "22709"
## Cnrip1 Srrd Swap70 Stxbp3 Cd22
## "380686" "70118" "20947" "20912" "12483"
## Pou2f2 Slc25a23 Zfp687 Cisd1 Gmppa
## "18987" "66972" "78266" "52637" "69080"
## Gltscr1l Pet100 Gpr89 Zfp952 Rab10
## NA "100503890" "67549" "240067" "19325"
## Dhrs7 Tlcd2 Ascc3 Zfp871 Ahsa2
## "66375" "380712" "77987" "208292" "268390"
## Nln Sp140 Yeats4 Gtpbp3 Retsat
## "75805" "434484" "64050" "70359" "67442"
## Tmub1 Lpar5 Tcta N6amt1 Orc3
## "64295" "381810" "102791" "67768" "50793"
## Fam219b Kiz Mettl8 Ocel1 Gnb1
## "78323" "228730" "228019" "77090" "14688"
## Zc3h15 Slc25a22 Cep78 Xndc1 Actb
## "69082" "68267" "208518" "102443350" "11461"
## Gm5111 Abca2 Mthfsd Sema3g Znhit6
## "330305" "11305" "234814" "218877" "229937"
## Stim2 Brms1l Yipf2 Ccdc86 1190002N15Rik
## "116873" "52592" "74766" "108673" NA
## Tram1 Cpq 1110065P20Rik A830080D01Rik 5730408K05Rik
## "72265" "54381" "68920" NA "67531"
## Hdac5 Chm Rps27 BC064078 Maea
## "15184" "12662" "57294" "408064" "59003"
## Bend5 Ptprs Vps28 Tnfaip1 Cstb
## "67621" "19280" "66914" "21927" "13014"
## Mapkapk3 Fis1 Ifi30 Qrfp Baz1b
## "102626" "66437" "65972" "227717" "22385"
## Hypk Stau2 Igfbp4 Snhg12 Tmed9
## "67693" "29819" "16010" "100039864" "67511"
## Inpp5k Hcfc1 Rnf181 Tspan15 Ssr3
## "19062" "15161" "66510" "70423" "67437"
## Top1 Ptpn18 Pgrmc1 Psmd8 Ugcg
## "21969" "19253" "53328" "57296" "22234"
## Gpcpd1 Sbds Acsl1 Scand1 Smarce1
## "74182" "66711" "14081" "19018" "57376"
## Tnpo3 Skiv2l2 Plekhj1 Gtf2e2 Larp1
## "320938" NA "78670" "68153" "73158"
## Wdr6 2310009A05Rik Setd3 Ift20 Tsr1
## "83669" NA "52690" "55978" "104662"
## Hipk1 Arglu1 Msn Pgam5 Tm2d2
## "15257" "234023" "17698" "72542" "69742"
## Scp2 Pigx Thumpd1 Wdr75 Abhd17b
## "20280" "72084" "233802" "73674" "226016"
## Csrp2bp Scamp3 Mrps11 Timm17b Znhit1
## NA "24045" "67994" "21855" "70103"
## Bcl9l Letm1 Ctcf A730008H23Rik Ccdc115
## "80288" "56384" "13018" "212427" "69668"
## Psenen Ahctf1 Fam96b Mat2a Rnf4
## "66340" "226747" NA "232087" "19822"
## Thoc7 Eif4g2 Wdr83 Mrps6 Nup160
## "66231" "13690" "67836" "121022" "59015"
## Cfap36 Kat5 Jak2 Apip Ankle2
## "216618" "81601" "16452" "56369" "71782"
## Zfp384 Stard7 Vps41 Thap11 Hsf1
## "269800" "99138" "218035" "59016" "15499"
## Srp68 Arpc4 Ints4 Mettl17 Scaf4
## "217337" "68089" "101861" "52535" "224432"
## Mcfd2 Mapkapk5 Fam207a Amfr D10Wsu102e
## "193813" "17165" "108707" "23802" NA
## Map7d1 Tmem248 Lypla1 Dcaf13 Zfp740
## "245877" "71667" "18777" "223499" "68744"
## Jtb Nfyc Smim7 Ddx20 Fbxl19
## "23922" "18046" "66818" "53975" "233902"
## 9430015G10Rik Rnf115 Tsen15 Blmh Commd10
## "230996" "67845" "66637" "104184" "69456"
## Smc5 Bcl11a Tmbim6 Eif2b3 Sel1l
## "226026" "14025" "110213" "108067" "20338"
## Pinx1 Papss1 Ipo13 Mapk1 A230050P20Rik
## "72400" "23971" "230673" "26413" NA
## Ccnl2 C330007P06Rik Zfr Vav3 Caml
## "56036" NA "22763" "57257" "12328"
## Fem1a Mettl2 Tmem138 Rtn4 Kcnab2
## "14154" "52686" "72982" "68585" "16498"
## Cep192 Tceb1 Golga4 Zfp266 1700021F05Rik
## "70799" NA "54214" "77519" NA
## Xrn1 Enkd1 Homer3 Atg16l1 Sbno2
## "24127" "102124" "26558" "77040" "216161"
## Cdkal1 Osbpl2 E2f6 Cdadc1 Med28
## "68916" "228983" "50496" "71891" "66999"
## Skil Mtmr12 Ndst2 Acot8 Ap3m1
## "20482" "268783" "17423" "170789" "55946"
## Amd2 Lcp1 Ate1 Zmym3 Camkk2
## "100041585" "18826" "11907" "56364" "207565"
## Mib1 Taf4a Bap1 Ube2n Setd2
## "225164" NA "104416" "93765" "235626"
## Kansl2 Ap4m1 Aamdc Fam98b Ifrd1
## "69612" "11781" "66273" "68215" "15982"
## Zcchc10 Erlec1 Cmc1 Elp3 Mtif2
## "67966" "66753" "67899" "74195" "76784"
## Sp3 Ube2d2a Aldh2 Lemd2 Desi2
## "20687" "56550" "11669" "224640" "78825"
## Atrnl1 Trmt112 Taf10 Wrap53 1200014J11Rik
## "226255" "67674" "24075" "216853" NA
## Wdr81 Kpna6 Erdr1 Fopnl Ltbp4
## "192652" "16650" "170942" NA "108075"
## Arfip2 Efcab14 Mettl13 Nfe2l2 Myeov2
## "76932" "230648" NA "18024" NA
## Fam3a Dph2 Prkaca Cnpy2 Cops8
## "66294" "67728" "18747" "56530" "108679"
## Glt8d1 Atrip Smim3 Vapb Napg
## "76485" "235610" "106878" "56491" "108123"
## Det1 Rbm19 Elmsan1 Mri1 Pdik1l
## "76375" "74111" NA "67873" "230809"
## Atxn2 Elmo2 Nucb2 Ddx28 Mccc2
## "20239" "140579" "53322" "71986" "78038"
## Chd1 Lamtor5 LOC100504703 Nufip1 Hsh2d
## "12648" "68576" NA "27275" "209488"
## Lmtk2 Ociad1 Dhx35 Fbxo45 Lamp2
## "231876" "68095" "71715" "268882" "16784"
## Arrdc3 Dusp5 Ap5m1 Gtf2f2 Usp36
## "105171" "240672" "74385" "68705" "72344"
## N4bp1 Htt Tdrd7 Pusl1 Dpysl2
## "80750" "15194" "100121" "433813" "12934"
## Snrpb2 Ccdc59 Gns Smarcd1 Chrac1
## "20639" "52713" "75612" "83797" "93696"
## Dctd Gatad1 Clns1a Dctn6 Prpf31
## "320685" "67210" "12729" "22428" "68988"
## Filip1l Tacc1 Ugp2 Zfp207 Nsfl1c
## "78749" "320165" "216558" "22680" "386649"
## Taok3 B230219D22Rik Acvr1 Clta Man1b1
## "330177" "78521" "11477" "12757" "227619"
## Grk6 Snw1 Ccdc9 Msl3 6430706D22Rik
## "26385" "66354" "243846" "17692" "78605"
## Aspscr1 Ppp1r12c Kpna1 Ccar1 Stk16
## "68938" "232807" "16646" "67500" "20872"
## Adam17 Nek7 Ptdss1 Map2k2 Atl3
## "11491" "59125" "19210" "26396" "109168"
## Trafd1 l7Rn6 Atg5 Foxo3 Timm17a
## "231712" NA "11793" "56484" "21854"
## Alkbh5 Trpm7 Msh5 Pygo2 Tbc1d15
## "268420" "58800" "17687" "68911" "66687"
## Llph Dera Cyth2 Dapk3 Yrdc
## "66225" "232449" "19158" "13144" "230734"
## Mical1 Txlna 9030624J02Rik Sfpq Med15
## "171580" "109658" NA "71514" "94112"
## Tusc3 Gga1 Pmpca Ptp4a2 Tapbp
## "80286" "106039" "66865" "19244" "21356"
## Ttc13 Trmt2a Eif4ebp2 Dennd1c Vps72
## "234875" "15547" "13688" "70785" "21427"
## Rasa1 Purb Kat8 Plekhb2 Sdf4
## "218397" "19291" "67773" "226971" "20318"
## Fbxl3 Evi2a Immp1l Setd1a Pagr1a
## "50789" "14017" "66541" "233904" "67278"
## Esf1 Ppif Tmem219 Hsp90b1 Tmem251
## "66580" "105675" "68742" "22027" "320351"
## Psmg4 Flot2 Paf1 Etv6 Rce1
## "69666" "14252" "54624" "14011" "19671"
## R3hcc1 Nom1 Pcid2 Golim4 Mrpl24
## "71843" "433864" "234069" "73124" "67707"
## Egln1 Trappc13 Ctdp1 Usp21 Slc25a28
## "112405" "66975" "67655" "30941" "246696"
## Srek1 Rtca Hadh Ipp Tfap4
## "218543" "66368" "15107" "16351" "83383"
## Mnat1 Rgl1 Zfp106 Cgrrf1 Copg1
## "17420" "19731" "20402" "68755" "54161"
## Pmf1 Rab2a 0610037L13Rik Lamtor3 Ube3c
## "67037" "59021" NA "56692" "100763"
## Afg3l1 Sdccag3 Ap1s3 Sp2 Ip6k2
## "114896" NA "252903" "78912" "76500"
## Ccdc43 Cacfd1 Mms19 Tmem199 Eif2s3x
## "52715" "381356" "72199" "195040" "26905"
## Zc3h10 D8Ertd738e Actr1a Polr3c Spag7
## "103284" "101966" "54130" "74414" "216873"
## Tmsb10 Hiat1 Endou Naa60 Mrpl9
## "19240" NA "19011" "74763" "78523"
## Sh3bp5l Zrsr2 Champ1 Ermp1 Fbxo21
## "79566" "22184" "101994" "226090" "231670"
## Serhl Dph6 Rtp4 Zc3h4 Afap1
## "68607" "66632" "67775" "330474" "70292"
## Suco Slc10a7 Asun D230025D16Rik Fam53c
## "226551" "76775" NA NA "66306"
## Timm22 Fam178a Pde1b Brms1 Rbms1
## "56322" NA "18574" "107392" "56878"
## Caprin1 Got1 Zfp644 Actr6 Nt5m
## "53872" "14718" "52397" "67019" "103850"
## Prpf38b Fam168a Gemin5 Ptcd3 D6Wsu163e
## "66921" "319604" "216766" "69956" "28040"
## Mrps33 Supv3l1 Uchl1 Ifnar1 Hddc3
## "14548" "338359" "22223" "15975" "68695"
## BC003331 Atp6v1f Etfdh Elf4 Prpf4
## NA "66144" "66841" "56501" "70052"
## Abhd12 Hmgcll1 Aph1a Csnk2a2 Bid
## "76192" "208982" "226548" "13000" "12122"
## Atxn7l1 Ciz1 Hint3 Paip2 Kbtbd11
## "380753" "68379" "66847" "67869" "74901"
## Tes Cdk5 Tmem120a Calu Mapk7
## "21753" "12568" "215210" "12321" "23939"
## Mief1 Ctu2 Prpf18 Rab35 Ercc3
## "239555" "66965" "67229" "77407" "13872"
## Pdpr Dvl3 Ubap1 Sec23a Strbp
## "319518" "13544" "67123" "20334" "20744"
## Cntrob Ndufa13 Nup98 1190007I07Rik Dcp2
## "216846" "67184" "269966" "544717" "70640"
## Gm20605 Aebp2 Krit1 Rbm22 Cfap20
## "100316903" "11569" "79264" "66810" "14894"
## Parg Ap1ar Tmem265 Lnpep Ift80
## "26430" "211556" "105180375" "240028" "68259"
## Cc2d1b Upf1 Acads 2610002M06Rik Scarb2
## "319965" "19704" "11409" "67028" "12492"
## Guf1 Depdc5 Ints12 Pitpna Mcoln1
## "231279" "277854" "71793" "18738" "94178"
## Atf6 Iws1 Dnlz Ddi2 Ltk
## "226641" "73473" "52838" "68817" "17005"
## Il10ra Abracl Slc35c2 Smg5 Ddx31
## "16154" "73112" "228875" "229512" "227674"
## Tmem9 Btrc Nr2c2ap Bcl2 Phf6
## "66241" "12234" "75692" "12043" "70998"
## Pigo Pinlyp Tmf1 Rrp1 Cyba
## "56703" "641361" "232286" "18114" "13057"
## Elf2 Pwp1 Cep97 H2-Bl Ap4s1
## "69257" "103136" "74201" "14963" "11782"
## Itm2b Sde2 Ier5 Nfkb1 Bin3
## "16432" "208768" "15939" "18033" "57784"
## Nrd1 Nol6 Ahcyl2 Uimc1 Sesn3
## "230598" "230082" "74340" "20184" "75747"
## Epb4.1l2 Fam160b1 Dnah8 Synj2bp Sfr1
## NA NA "13417" "24071" "67788"
## Brpf1 Sec23ip Mtmr9 Lin37 Iigp1
## "78783" "207352" "210376" "75660" "60440"
## Atp9a Mrps2 Atf2 Sart3 Sec11a
## "11981" "118451" "11909" "53890" "56529"
## Hnrnph2 Atp13a1 Tagln2 Ube4b Tysnd1
## "56258" "170759" "21346" "63958" "71767"
## Tbc1d9b Apopt1 Cluap1 Ddx56 Slc15a4
## "76795" NA "76779" "52513" "100561"
## Vps4a Rab1b Rnf220 Ldb1 Phtf1
## "116733" "76308" "66743" "16825" "18685"
## Mknk1 Ggta1 Parp9 Cox14 Dbnl
## "17346" "14594" "80285" "66379" "13169"
## Snrnp48 Taf1b H2-Q1 Vps51 Crls1
## "67797" "21340" "15006" "68505" "66586"
## Nfyb Uba3 Kxd1 Arpc3 Ttc9c
## "18045" "22200" "75620" "56378" "70387"
## Pcsk7 Letmd1 Haus3 Exosc10 Sart1
## "18554" "68614" "231123" "50912" "20227"
## G3bp2 9430016H08Rik Ccdc88c Zfp35 Casp2
## "23881" NA "68339" "22694" "12366"
## Dync1li2 Adgre5 Actr10 Mrgbp Ntmt1
## "234663" "26364" "56444" "73247" "66617"
## Dhx38 Rrs1 Snora44 Cklf Ccnk
## "64340" "59014" "100217418" "75458" "12454"
## Usp8 Ccar2 Usb1 Zfc3h1 Cirh1a
## "84092" "219158" "101985" "216345" NA
## Surf1 Prcc Insl6 Galnt3 Snhg6
## "20930" "94315" "27356" "14425" "73824"
## Snora28 Sppl3 Actr3 Pag1 Spp1
## "100316932" "74585" "74117" "94212" "20750"
## Ubxn4 Heatr1 Cyb5b Tmx4 Dhx9
## "67812" "217995" "66427" "52837" "13211"
## Cep44 Ncdn Hars2 Gimap9 Chst12
## "382010" "26562" "70791" "317758" "59031"
## 4930453N24Rik Poldip3 Mmadhc 2810474O19Rik Slc39a9
## "67609" "73826" "109129" NA "328133"
## Pxmp4 Cobll1 Phf20 Plod3 Mex3b
## "59038" "319876" "228829" "26433" "108797"
## Suv420h2 Gtf3c6 Abcd3 Psmg2 Pet117
## NA "67371" "19299" "107047" "100048644"
## Eva1b 1600012H06Rik Ykt6 Ubfd1 Nup214
## "230752" "67912" "56418" "28018" "227720"
## Rela Prdm4 Agpat6 Nfrkb Cntln
## "19697" "72843" NA "235134" "338349"
## Dnajc13 Haus2 Pxdn Clic4 Tnfrsf18
## "235567" "66296" "69675" "29876" "21936"
## Dedd Ppp4r2 Dok1 Polr3e Praf2
## "21945" "232314" "13448" "26939" "54637"
## Hist3h2ba Snx17 Zfp317 Med24 Malsu1
## NA "266781" "244713" "23989" "75593"
## BC023829 Rab7 Gnpat Rabif Pfkp
## NA "19349" "14712" "98710" "56421"
## Fam195b Pcca Tor1b Ppme1 Senp3
## NA "110821" "30934" "72590" "80886"
## Tubgcp5 Pdcl3 Nisch Tmem218 Gpsm3
## "233276" "68833" "64652" "66279" "106512"
## Zeb1 Rbm15 Polrmt Ube2a Tmem70
## "21417" "229700" "216151" "22209" "70397"
## Snip1 Thumpd3 Frmd8 Caap1 Uqcc1
## "76793" "14911" "67457" "67770" "56046"
## Sugp2 Rfxap Atg2a Tmem131 Hhex
## "234373" "170767" "329015" "56030" "15242"
## 2210013O21Rik Ccdc66 Gtf3c4 Noc3l Rapgef1
## NA "320234" "269252" "57753" "107746"
## Cep70 Tmem165 Glrx Ankrd10 Tada2b
## "68121" "21982" "93692" "102334" "231151"
## Adnp2 Ccdc137 Slc35a2 Bhlhb9 Xpo1
## "240442" "67291" "22232" "70237" "103573"
## Spryd4 Ncoa3 Ints2 Hspa13 Rabggta
## "66701" "17979" "70422" "110920" "56187"
## Uhrf1bp1l Adck5 Asb13 Casc3 Kti12
## "75089" "268822" "142688" "192160" "100087"
## Pbdc1 Siah1a Scyl1 Cetn2 Max
## "67683" "20437" "78891" "26370" "17187"
## Vps18 Polr3f Uqcc3 Mtg2 Pon3
## "228545" "70408" "107197" "52856" "269823"
## C1galt1c1 Qrsl1 Zfp445 Supt7l Cspp1
## "59048" "76563" "235682" "72195" "211660"
## Med30 Hmgxb3 Arhgap12 Cebpg Snapc1
## "69790" "106894" "75415" "12611" "75627"
## Slc7a6 Relb Atp6v0d1 Smarca2 Chmp1a
## "330836" "19698" "11972" "67155" "234852"
## Tmem260 AI597479 Csnk1g1 Ankrd16 Taf2
## "218989" "98404" "214897" "320816" "319944"
## Rhobtb2 Fam69b Sdhaf3 Qtrtd1 Zc3h13
## "246710" NA "71238" NA "67302"
## 2410004B18Rik Herc3 Syf2 Gdap2 Gtf2h2
## "66421" "73998" "68592" "14547" "23894"
## Lta4h Rbm42 Ccdc6 Emc3 Cutc
## "16993" "68035" "76551" "66087" "66388"
## Dennd5a Bfar Fam63b Ints8 R3hdm4
## "19347" "67118" NA "72656" "109284"
## Twistnb Rps6kb1 Fancg Tut1 Agps
## NA "72508" "60534" "70044" "228061"
## Trio Glod4 Cxcr4 4930503L19Rik Gabarap
## "223435" "67201" "12767" "269033" "56486"
## Rwdd4a Med12 Gsn Ltn1 Anapc2
## "192174" "59024" "227753" "78913" "99152"
## Traf2 Rnaseh1 Ado Kif5b Nckap1l
## "22030" "19819" "211488" "16573" "105855"
## March6 Scaf11 Wdr1 Plagl2 Larp4b
## NA "72193" "22388" "54711" "217980"
## Lyl1 Man2b2 Wdr91 Rnf166 Ubtf
## "17095" "17160" "101240" "68718" "21429"
## Atg101 Mir6388 Cby1 Hnrnpul2 Clk2
## "68118" "102465205" "73739" "68693" "12748"
## Fam175b Rbm33 Tdp2 Dynll2 Rbm45
## NA "381626" "56196" "68097" "241490"
## Arfgap2 Tubgcp4 Foxp4 Map2k4 Phax
## "77038" "51885" "74123" "26398" "56698"
## Dcaf15 Chmp7 Commd7 Sec23b Ptpn12
## "212123" "105513" "99311" "27054" "19248"
## Rhot1 Rab29 Ncstn Tyw1 Dnajc3
## "59040" "226422" "59287" "100929" "100037258"
## Ppp3r1 Pdia4 Taf6 Ppp2r5e Rbm27
## "19058" "12304" "21343" "26932" "225432"
## Cabin1 Gnl2 Tmbim4 Dido1 Larp4
## "104248" "230737" "68212" "23856" "207214"
## Nemf Herc4 Aldh18a1 Cdc42se2 Rsph9
## "66244" "67345" "56454" "72729" "75564"
## Fam193b Wdr37 Terf1 Tex10 Gpalpp1
## "212483" "207615" "21749" "269536" "67467"
## Rbm34 Prpf6 Pex19 Strn4 Bcl2l1
## "52202" "68879" "19298" "97387" "12048"
## Slc39a11 Nus1 Polr1b Setdb1 Tax1bp1
## "69806" "52014" "20017" "84505" "52440"
## Polr3d Ddx3x Tpgs1 Zfp395 Snx19
## "67065" "13205" "110012" "380912" "102607"
## Hdac3 Rbm15b Ttc37 Jagn1 Appbp2
## "15183" "109095" "218343" "67767" "66884"
## Sf3b3 Mospd1 Rpap1 Crip1 Pdhb
## "101943" "70380" "68925" "12925" "68263"
## Asb8 Tgtp1 Hectd3 Unc119b Bloc1s6
## "78541" "21822" "76608" "106840" "18457"
## Nrde2 Ankrd27 Ehmt1 Prkcsh Matr3
## "217827" "245886" "77683" "19089" "17184"
## Akirin2 Whamm Fkbp3 Poll Igsf8
## "433693" "434204" "30795" "56626" "140559"
## Asf1a Ntpcr Pura 4930579G24Rik Ndufs4
## "66403" "66566" "19290" "75939" "17993"
## Dgcr14 Preb Pi4kb Acd Fhod1
## NA "50907" "107650" "497652" "234686"
## Trim44 Dvl2 4833420G17Rik Ak3 Trmt61a
## "80985" "13543" "67392" "56248" "328162"
## Rnf6 Slc25a51 Zfp335 Lman2 Bphl
## "74132" "230125" "329559" "66890" "68021"
## Crtc2 Samd4b Pdxdc1 Eral1 Egln2
## "74343" "233033" "94184" "57837" "112406"
## Gtf2h1 Srd5a3 Acbd3 Dnajb1 2900097C17Rik
## "14884" "57357" "170760" "81489" NA
## Gm17066 Stam Msl2 Fiz1 Nelfb
## NA "20844" "77853" "23877" "58202"
## Nbeal2 Srp72 Cox19 Dhx29 Susd6
## "235627" "66661" "68033" "218629" "217684"
## Tmem134 Hgh1 Dcun1d1 Rasgrp2 Zzz3
## "66990" "59053" "114893" "19395" "108946"
## Gripap1 Phc2 Mtmr4 Mark3 Pdia3
## "54645" "54383" "170749" "17169" "14827"
## Bloc1s1 Dusp12 Zbed6 Psap Tmc6
## "14533" "80915" "667118" "19156" "217353"
## Smad3 Tsg101 Slc4a1ap Polr2g Foxk1
## "17127" "22088" "20534" "67710" "17425"
## Wdr83os Rars2 Zscan26 Ndufb3 Polr3a
## "414077" "109093" "432731" "66495" "218832"
## Cfap97 Pim2 2410002F23Rik Coa5 Cnot6
## "66756" "18715" "668661" "76178" "104625"
## Gtf3c3 Trp53rka Slfn2 Smad5 Nol9
## "98488" "381406" "20556" "17129" "74035"
## Plcg2 Rif1 Exoc5 Lysmd3 Pcdhgc3
## "234779" "51869" "105504" "80289" "93706"
## Ripk3 E430025E21Rik Scamp4 Trappc6a Derl1
## "56532" NA "56214" "67091" "67819"
## Ube3b Dctn1 Chuk Pptc7 Smad4
## "117146" "13191" "12675" "320717" "17128"
## Fam73a Thop1 BC029722 Zbtb1 Psme4
## NA "50492" "613262" "268564" "103554"
## Pmpcb Itgav Smpd2 Cbr1 Fam120b
## "73078" "16410" "20598" "12408" "67544"
## Nol11 Slc7a7 Ccdc28b Dusp22 Dhcr7
## "68979" "20540" "66264" "105352" "13360"
## Nkap Stx18 Naa15 Fam122a Ankrd46
## "67050" "71116" "74838" "68034" "68839"
## Trim35 Nbr1 Tbpl1 Ddx52 Tefm
## "66854" "17966" "237336" "78394" "68550"
## Galk2 Cox15 Zkscan6 Ap5s1 Emp1
## "69976" "226139" "52712" "69596" "13730"
## Hyls1 Uba6 Paip1 Ercc2 Thap3
## "76832" "231380" "218693" "13871" "69876"
## Dot1l Dcaf4 Mavs Dpp8 Dync1i2
## "208266" "73828" "228607" "74388" "13427"
## Dcaf17 Agap2 Raf1 Pik3r5 Zfp81
## "75763" "216439" "110157" "320207" "224694"
## Tbc1d13 Elac2 Wdr13 Pole4 Pex2
## "70296" "68626" "73447" "66979" "19302"
## Soat1 Mphosph8 Dzip3 Pdcd11 Serinc3
## "20652" "75339" "224170" "18572" "26943"
## Ctnnd1 Cox10 Pip4k2b Phf1 Cwc22
## "12388" "70383" "108083" "21652" "80744"
## Aip Mllt3 Plaa Rdh11 Mrs2
## "11632" "70122" "18786" "17252" "380836"
## Ppp5c Apool Med31 Cd55 Rhbdd1
## "19060" "68117" "67279" "13136" "76867"
## Gmpr2 Tmem19 Rcor1 Fastk Mis12
## "105446" "67226" "217864" "66587" "67139"
## Rmnd5a Usp16 Mllt10 Trabd Pigk
## "68477" "74112" "17354" "67976" "329777"
## Tpd52 Vps45 Mtg1 A630001G21Rik Prcp
## "21985" "22365" "212508" "319997" "72461"
## Zmpste24 Pias1 Fcrl1 Spopl Ercc1
## "230709" "56469" "229499" "76857" "13870"
## Tgs1 Dennd6a Idh2 Hdhd2 Ldah
## "116940" "211922" "269951" "76987" "68832"
## Taf13 Zfp219 Ppp2r2d Parn Akap10
## "99730" "69890" "52432" "74108" "56697"
## Neurl4 Haus7 Nvl Zyx Med27
## "216860" "73738" "67459" "22793" "68975"
## Parvg Yaf2 Rassf3 Colq Ash2l
## "64099" "67057" "192678" "382864" "23808"
## Coasy Diablo Trim56 Ripk1 Cryzl1
## "71743" "66593" "384309" "19766" "66609"
## Trnt1 Qser1 H2-Q9 Birc6 Ikbkb
## "70047" "99003" "110558" "12211" "16150"
## Acly Lmbrd1 Rogdi Itga4 Ccdc53
## "104112" "68421" "66049" "16401" NA
## Cirbp Btbd1 Crlf3 Copa Fam134c
## "12696" "83962" "54394" "12847" NA
## Rsrc1 Hjurp Rp2h Elavl1 Mtmr6
## "66880" "381280" NA "15568" "219135"
## Tln1 Snx10 Prosc Zscan21 Anxa1
## "21894" "71982" NA "22697" "16952"
## Mtfr1l 1110008P14Rik Trmt10c Mbip 2310067B10Rik
## "76824" NA "52575" "217588" NA
## Fam53a Shkbp1 Ccdc174 Rala Surf4
## "74504" "192192" "232236" "56044" "20932"
## Ptp4a3 Sec22b Socs4 Galns Dazap2
## "19245" "20333" "67296" "50917" "23994"
## Sbf1 Ccnt1 Thrap3 Nat2 Ampd2
## "77980" "12455" "230753" "17961" "109674"
## Brd8 Pigt Gpn1 Srsf6 Slc35b3
## "78656" "78928" "74254" "67996" "108652"
## Itpk1 Dpf2 Ccdc134 Dpy19l4 Srek1ip1
## "217837" "19708" "76457" "381510" "67288"
## Timm21 Tgtp2 Slc35e1 Ccdc117 Ccnd2
## "67105" "100039796" "270066" "104479" "12444"
## Psen2 Ttc7b Srgap2 Ralgapa1 Sbk1
## "19165" "104718" "14270" "56784" "104175"
## Rnf19b Irak4 Smg8 Cnot4 Ylpm1
## "75234" "266632" "74133" "53621" "56531"
## Fam58b Polr3k Opa1 Emc2 Bcap31
## NA "67005" "74143" "66736" "27061"
## Dnaja1 Fuca1 Igf2bp3 Dhx32 Phkg2
## "15502" "71665" "140488" "101437" "68961"
## Pot1a Mast3 Zhx1 Dtx3l Adal
## "101185" "546071" "22770" "209200" "75894"
## Pdcd2l Csnk1g3 Rictor Mettl6 Gbp3
## "68079" "70425" "78757" "67011" "55932"
## Spata2 Zfand6 Tmem179b Xist Sumo1
## "263876" "65098" "67706" "213742" "22218"
## 1810009A15Rik Icmt Zfp346 Thoc2 Dgka
## "66276" "57295" "26919" "331401" "13139"
## Ipo8 Grk5 Tmem43 Tfam Khdrbs1
## "320727" "14773" "74122" "21780" "20218"
## Nit1 Crebrf Glmn 4833439L19Rik Hps5
## "27045" "77128" "170823" "97820" "246694"
## Usp12 Ppil2 Flcn AK010878 Galt
## "22217" "66053" "216805" NA "14430"
## 2510002D24Rik Exoc7 Arhgap26 Wdr3 Parp6
## "72307" "53413" "71302" "269470" "67287"
## Hsd17b4 Ino80b Upf3a Bcas3 Zfp593
## "15488" "70020" "67031" "192197" "68040"
## Ogt Mios N4bp2l2 Taf7 Cd164
## "108155" "252875" "381695" "24074" "53599"
## Fam206a Mettl23 Bmi1 Mon1b Alkbh3
## NA "74319" "12151" "270096" "69113"
## Slc25a17 Sgta Gmeb2 Fxr1 Fkrp
## "20524" "52551" "229004" "14359" "243853"
## Actr2 Cog2 Pick1 Bloc1s2 Rbm4
## "66713" "76332" "18693" "73689" "19653"
## Plekho1 4921525O09Rik Myo18a Xiap Sap130
## "67220" "74050" "360013" "11798" "269003"
## Tmem42 Gpatch8 Ankrd52 Kras Actr8
## "66079" "237943" "237615" "16653" "56249"
## Tesk1 R3hcc1l Usp42 Edem3 Dph5
## "21754" "52013" "76800" "66967" "69740"
## Mus81 Tmem206 Pim1 Trib3 Ndor1
## "71711" NA "18712" "228775" "78797"
## Nop56 Tmem176a Gmip Ccdc69 Tmem80
## "67134" "66058" "78816" "52570" "71448"
## Col4a3bp Ncbp2 Lime1 Mcat Tfe3
## NA "68092" "72699" "223722" "209446"
## Camk2g Fli1 Gcn1l1 8430419L09Rik Poc5
## "12325" "14247" NA NA "67463"
## Fam103a1 Rnf114 Nat9 Ercc6 Exoc1
## NA "81018" "66176" "319955" "69940"
## Lmbr1l Pgap2 Zfp280b Mical3 Tmem39a
## "74775" "233575" "64453" "194401" "67846"
## Terf2ip 1700123O20Rik Zfp706 Bicd2 Zfp746
## "57321" "58248" "68036" "76895" "69228"
## Sephs1 Pcf11 Rnf144a Stk24 Edem2
## "109079" "74737" "108089" "223255" "108687"
## Hnrnpa0 Mbtps2 Ergic2 Serinc5 9130011E15Rik
## "77134" "270669" "67456" "218442" NA
## Arfip1 Gskip Cntrl Ptcd2 Tmem222
## "99889" "66787" "26920" "68927" "52174"
## 1700020I14Rik Wdr59 Eya3 Mier1 Gid4
## NA "319481" "14050" "71148" "66771"
## Strn3 Naa16 Mtmr3 Impad1 Heca
## "94186" "66897" "74302" NA "380629"
## Rspry1 Dnal4 Atxn7l3 Rexo1 Lrrc47
## "67610" "54152" "217218" "66932" "72946"
## Plec Supt5 Naa25 Slc43a2 Zfp688
## "18810" "20924" "231713" "215113" "69234"
## Rabgap1 Bloc1s4 Adck1 Mir17hg Riok1
## "227800" "117197" "72113" "75957" "71340"
## Wasf2 2610301B20Rik Pacrgl Ube2e1 Vps13a
## "242687" NA "66768" "22194" "271564"
## Crcp Clasrp Trappc6b BC027231 Nmd3
## "12909" "53609" "78232" NA "97112"
## Alkbh1 Icam1 Polm Hnrnpr Ankzf1
## "211064" "15894" "54125" "74326" "52231"
## Arl6ip5 Eme2 Snx2 Gpkow Insr
## "65106" "193838" "67804" "209416" "16337"
## Zbtb9 Rbbp5 Ppp6c Ctdspl2 Fam192a
## "474156" "213464" "67857" "329506" NA
## Sec31a Nlrc3 Nt5dc1 Glud1 Brd9
## "69162" "268857" "319638" "14661" "105246"
## 0610009O20Rik Sptlc2 Rara Rtfdc1 Ppp2r5a
## NA "20773" "19401" NA "226849"
## Ccdc90b Npepl1 Tm9sf3 Ncoa5 Utp3
## "66365" "228961" "107358" "228869" "65961"
## Znhit2 Atf5 Usf1 Kif1bp Adi1
## "29805" "107503" "22278" NA "104923"
## 1110012L19Rik Vav2 Eif2ak4 Morc3 Grb2
## NA "22325" "27103" "338467" "14784"
## Trim24 Znf512b Hilpda Cep350 Pex3
## "21848" NA "69573" "74081" "56535"
## Atp2b1 Cdc26 Mvb12a Phc1 Fgd2
## "67972" "66440" "73711" "13619" "26382"
## Rab3ip Vps33a Rpe Maml2 H2-K2
## "216363" "77573" "66646" "270118" "630499"
## Gipc1 Zfp68 Stard3nl Spred2 Ubap2l
## "67903" "24135" "76205" "114716" "74383"
## Erp44 Ppp6r3 Fam92a Slc9a8 Sfxn3
## "76299" "52036" NA "77031" "94280"
## Ahcyl1 Svil Maf1 Abcf3 Atad1
## "229709" "225115" "68877" "27406" "67979"
## Bag5 Tmem160 Zfp280d Phf14 Pttg1ip
## "70369" "69094" "235469" "75725" "108705"
## Tob2 Vps54 Nin Ell Ccs
## "57259" "245944" "18080" "13716" "12460"
## Mlx Ccdc127 Scrn2 Echs1 Arhgef3
## "21428" "67433" "217140" "93747" "71704"
## Ap1m1 Mllt6 Sirt6 Med23 Npepps
## "11767" "246198" "50721" "70208" "19155"
## Mfn2 Nudt16l1 Atp6v0a2 Zbtb18 Tmem209
## "170731" "66911" "21871" "30928" "72649"
## Ncoa6 3110040N11Rik Trim12c Rnf219 Zfp652
## "56406" "67290" "319236" NA "268469"
## Tmem129 Uckl1 Zfp326 Pcnxl3 Eapp
## "68366" "68556" "54367" NA "66266"
## Cwc25 Elk3 Ddit3 Fam204a Ttc4
## "67480" "13713" "13198" "76539" "72354"
## BC029214 Serf2 Cops6 Tgif1 Tmem60
## NA "378702" "26893" "21815" "212090"
## Pofut1 Pik3c3 Pdzd8 Trnau1ap Mettl3
## "140484" "225326" "107368" "71787" "56335"
## Osbpl11 Fibp Dennd3 Sap30bp Yy1
## "106326" "58249" "105841" "57230" "22632"
## Asxl1 Tollip Ik Prkra Ubr5
## "228790" "54473" "24010" "23992" "70790"
## Atmin Arid4a Zfp280c Jade2 Rps6ka3
## "234776" "238247" "208968" "76901" "110651"
## Gpn2 Ube2g1 Rab3gap2 Mpp5 Tinf2
## "100210" "67128" "98732" NA "28113"
## Pisd-ps1 Ndrg1 Fam114a2 Polg Ovca2
## "236604" "17988" "67726" "18975" "246257"
## Tgds Akt2 Nol8 Papola Vhl
## "76355" "11652" "70930" "18789" "22346"
## Ptbp3 Dock11 Zfp958 Parp14 Glipr2
## "230257" "75974" "233987" "547253" "384009"
## Mef2a Anapc7 Dhps Ash1l Tbcb
## "17258" "56317" "330817" "192195" "66411"
## Gnpda2 Brox Whsc1l1 Senp5 Ubiad1
## "67980" "71678" NA "320213" "71707"
## Myo1g Pnpla7 Fgd6 Lig3 Slc10a3
## "246177" "241274" "13998" "16882" "214601"
## Fam84b Furin Osbp Xab2 Hif1a
## NA "18550" "76303" "67439" "15251"
## Tmem9b Add3 Lipo1 Rev3l Emb
## "56786" "27360" "329055" "19714" "13723"
## Cdip1 Tmem57 Eps8 Cggbp1 Slu7
## "66626" NA "13860" "106143" "193116"
## Usp30 Cdc40 Ythdf1 Tmem205 Zdhhc13
## "100756" "71713" "228994" "235043" "243983"
## Vbp1 Mbd1 Cep19 Snx11 Ikbip
## "22327" "17190" "66994" "74479" "67454"
## Zfyve19 Aen Dmxl1 Dffa Gtpbp8
## "72008" "68048" "240283" "13347" "66067"
## Tmem194b Vwa5a Snapc2 Zfp141 Lrrn4
## NA "67776" "102209" "434178" "320974"
## Pex13 Laptm5 Mta2 Cables2 Hcst
## "72129" "16792" "23942" "252966" "23900"
## Zdhhc5 Mbd6 Nras Pnpla2 Sbno1
## "228136" "110962" "18176" "66853" "243272"
## Ranbp2 Pi4k2a Rcbtb2 Setd7 Neu1
## "19386" "84095" "105670" "73251" "18010"
## Arhgef1 Casp7 Sri Nomo1 Zdhhc7
## "16801" "12369" "109552" "211548" "102193"
## 2810403A07Rik Ap3s2 Ralgapb Dlg3 BC005624
## NA "11778" "228850" "53310" "227707"
## Ddx41 Map3k11 Kctd13 Ing3 Ankra2
## "72935" "26403" "233877" "71777" "68558"
## Pla2g15 Tmem189 Trmt2b Pank3 Fam63a
## "192654" NA "215201" "211347" NA
## Recql Aff4 Lrrc41 Cbx6 Parl
## "19691" "93736" "230654" "494448" "381038"
## Ezh1 Ccr7 Ttc21b Txndc16 Rlim
## "14055" "12775" "73668" "70561" "19820"
## Atraid Upf2 Stau1 Snord16a Bcl10
## "381629" "326622" "20853" "100217453" "12042"
## Zdhhc4 1110037F02Rik Cenpj Atg2b Mesdc2
## "72881" NA "219103" "76559" NA
## Cdc42 Tcirg1 Med21 Rnf31 Scin
## "12540" "27060" "108098" "268749" "20259"
## Cnst Derl2 Krcc1 Mov10 Itfg2
## "226744" "116891" "57896" "17454" "101142"
## Paxbp1 Ebag9 Brd3 Ppip5k2 Kcmf1
## "67367" "55960" "67382" "227399" "74287"
## Srp14 Mndal Wdr73 H2-M3 Wdr45
## "20813" "100040462" "71968" "14991" "54636"
## Yipf1 Cab39 2010001A14Rik Hccs Ice1
## "230584" "12283" "76516" "15159" "218333"
## Phf8 Ppap2b Patl1 Ttc17 Ndufaf3
## "320595" NA "225929" "74569" "66706"
## Ufm1 Hipk3 Pofut2 Pds5a Fbxw7
## "67890" "15259" "80294" "71521" "50754"
## Cpm Cand1 Arf3 Gm17745 Pcnt
## "70574" "71902" "11842" "432488" "18541"
## Rrn3 Zcchc8 Cbx2 Nup88 Gimap5
## "106298" "70650" "12416" "19069" "317757"
## Mvp Tubgcp6 Irf2bpl Tox4 Tmco6
## "78388" "328580" "238330" "268741" "71983"
## Cldnd1 Xpo6 Dynlrb1 Gsk3b Secisbp2l
## "224250" "74204" "67068" "56637" "70354"
## Micu2 Cdk2ap2 Kctd2 Aim2 Dnajc7
## "68514" "52004" "70382" "383619" "56354"
## Yipf5 Cux1 Appl1 Parp10 Atg13
## "67180" "13047" "72993" "671535" "51897"
## Cog3 Mettl16 Mplkip Cyb5d1 Exo5
## "338337" "67493" "66308" "327951" "73172"
## Hnrnph1 Prrc1 Scyl2 Stx16 Xxylt1
## "59013" "73137" "213326" "228960" "268880"
## Marcksl1 Stk40 Ccdc55 Zfp513 Esyt1
## "17357" "74178" NA "101023" "23943"
## Zfp131 Psen1 Nipsnap3b Ssh1 Stx4a
## "72465" "19164" "66536" "231637" "20909"
## Plekha3 BC037034 Gigyf2 Tef Tmsb15l
## "83435" NA "227331" "21685" "399591"
## Pam16 Slc35a3 Fkbp1a Zfp451 Ywhaz
## "66449" "229782" "14225" "98403" "22631"
## Pla2g7 Shoc2 Pkig Dtx2 Zc3h7a
## "27226" "56392" "18769" "74198" "106205"
## Vrk3 Ssu72 Zfp865 Lrrk2 Plekho2
## "101568" "68991" "319748" "66725" "102595"
## 1810013L24Rik Mkln1 Atp6v1a Inadl D15Ertd621e
## "69053" "27418" "11964" NA NA
## Tmed10 Scd1 Rab3gap1 Far1 Wwp2
## "68581" "20249" "226407" "67420" "66894"
## Stambp Rabep1 Sh3bgrl3 Sdhaf4 Rad1
## "70527" "54189" "73723" "68002" "19355"
## Ddx50 Chst15 Rb1cc1 Eftud1 Fam98c
## "94213" "77590" "12421" NA "73833"
## Smim10l1 Ing1 Rab22a Msi2 Pdha1
## "381820" "26356" "19334" "76626" "18597"
## Gtf2b Arfrp1 Zfp655 Pwwp2a Snx27
## "229906" "76688" "72611" "70802" "76742"
## Sdhaf1 Ccnl1 Tmem186 H2-Q2 Tstd2
## "68332" "56706" "66690" "15013" "272027"
## Dcxr Gga3 Uri1 Tmem214 Kat6b
## "67880" "260302" "19777" "68796" "54169"
## Rtf1 Dapp1 Atp6ap2 Lrch1 Mak16
## "76246" "26377" "70495" "380916" "67920"
## Acap1 Anxa5 Tep1 Lgals8 Pde6d
## "216859" "11747" "21745" "56048" "18582"
## Tprgl Pdcd4 Ifi204 Bdp1 Pias2
## "67808" "18569" "15951" "544971" "17344"
## Dnajb11 Bcl9 Tmub2 Atxn2l Etnk1
## "67838" "77578" "72053" "233871" "75320"
## Pign Cdkn2aip Ttc14 Eid1 Ago1
## "27392" "70925" "67120" "58521" "236511"
## 5430416N02Rik Nufip2 Rnf25 Tnpo2 Ankrd13c
## "100503199" "68564" "57751" "212999" "433667"
## Cd81 Tmem203 Zfp64 Hps4 Lrpap1
## "12520" "227615" "22722" "192232" "16976"
## Scfd1 H13 Tiprl Atad2b Ints3
## "76983" "14950" "226591" "320817" "229543"
## Slc25a20 Sp1 Ptgr2 Vps36 Brf2
## "57279" "20683" "77219" "70160" "66653"
## Zyg11b Sirt1 Gba2 Mocs3 Hcfc2
## "414872" "93759" "230101" "69372" "67933"
## Jrkl Zfp664 Stim1 Izumo1r Trappc11
## "77532" "269704" "20866" "64931" "320714"
## Poglut1 Mdp1 Wac Tcf20 Cbfb
## "224143" "67881" "225131" "21411" "12400"
## Ccng2 Trim33 B9d2 Top3a Arfgef2
## "12452" "94093" "232987" "21975" "99371"
## Oraov1 Farsb Gbas Nck1 Phf23
## NA "23874" NA "17973" "78246"
## Crebzf Zfp821 Gprasp1 Rundc1 Dhx36
## "233490" "75871" "67298" "217201" "72162"
## Plac8 Slc11a2 Ube2b Trappc8 Adprm
## "231507" "18174" "22210" "75964" "66358"
## Zfp282 Brat1 Sin3b Ncoa1 Jmjd6
## "101095" "231841" "20467" "17977" "107817"
## Fgfr1op2 Rpap2 Spry2 Sarnp Rnf14
## "67529" "231571" "24064" "66118" "56736"
## Lrch4 Arf1 Psmb10 Tbc1d1 H2-K1
## "231798" "11840" "19171" "57915" "14972"
## Atf7ip Iffo1 Rragc Akr1b10 Dhx33
## "54343" "320678" "54170" "67861" "216877"
## Tmem184c Creb3 Vcpip1 Cipc Srsf5
## "234463" "12913" "70675" "217732" "20384"
## Cul4b Phrf1 Chsy1 Gpatch2 Capzb
## "72584" "101471" "269941" "67769" "12345"
## Ufd1l Tbc1d10a Scnm1 Pank2 Dcp1a
## NA "103724" "69269" "74450" "75901"
## Wbp1l Mob3a Anapc4 Sec24c Zfp830
## "226178" "208228" "52206" "218811" "66983"
## Med26 Ier3ip1 Ankrd44 Pex11b Dtd1
## "70625" "66191" "329154" "18632" "66044"
## 2010111I01Rik Rnf130 Sphk2 Mina Gba
## NA "59044" "56632" NA "14466"
## Lxn Tmem185b Tor2a Ralgps2 Ddx54
## "17035" "226351" "30933" "78255" "71990"
## Bbc3 Ormdl1 Pfdn2 Ppp1r15b Dda1
## "170770" "227102" "18637" "108954" "66498"
## Rnf138 Pskh1 Evi2b Capza1 Nrbf2
## "56515" "244631" "216984" "12340" "641340"
## Fancm Spop Rnf121 Pygb Atxn10
## "104806" "20747" "75212" "110078" "54138"
## Prr14l Hps3 Wdr33 Ppfia1 Arl2bp
## "215476" "12807" "74320" "233977" "107566"
## Tmem223 Cdhr2 Pgm1 Cacul1 Fip1l1
## "66836" "268663" "72157" "78832" "66899"
## Pla2g12a Arfgap1 Hltf Stk11ip Ppil3
## "66350" "228998" "20585" "71728" "70225"
## Tfip11 Mex3a Rreb1 Atrx Rab5c
## "54723" "72640" "68750" "22589" "19345"
## Dnajc10 Ankmy2 Acox3 Gabpa Stat5a
## "66861" "217473" "80911" "14390" "20850"
## Rftn2 Zfp787 Eri3 Trmt5 Nfu1
## "74013" "67109" "140546" "76357" "56748"
## Prkx Fbxo6 Armc10 Cited2 Necap1
## "19108" "50762" "67211" "17684" "67602"
## E330009J07Rik Gpatch2l Zbtb11 Edrf1 Zfp143
## NA "70373" "271377" "214764" "20841"
## Trim32 Wdr20 Naa35 Rab8a Fam45a
## "69807" "69641" "78689" "17274" NA
## Nek9 Atp10d Phtf2 Cpne1 Erbb2ip
## "217718" "231287" "68770" "266692" NA
## Chmp2b Prpsap2 Pum2 Cdk5rap2 Gak
## "68942" "212627" "80913" "214444" "231580"
## Zbtb7a Ranbp9 Mpp1 Vti1b Ppm1d
## "16969" "56705" "17524" "53612" "53892"
## Pnpla8 Ndufb2 Gnl3l Lamtor2 Phf20l1
## "67452" "68198" "237107" "83409" "239510"
## Madd Atp5sl Gys1 Gsap Cflar
## "228355" NA "14936" "212167" "12633"
## Gas2l3 Nr2c2 Zfp956 Rprd2 Arf6
## "237436" "22026" "101197" "75137" "11845"
## Cnpy4 Fermt3 Fam179b Tns3 Zfp260
## "66455" "108101" NA "319939" "26466"
## Fbxw5 Trappc5 Galnt12 Ythdf2 Ppp1r10
## "30839" "66682" "230145" "213541" "52040"
## Gtf2e1 Gtf2i Eif4g3 Cr1l Dctn3
## "74197" "14886" "230861" "12946" "53598"
## Fam172a Cpsf3 Por Ngrn Xrcc1
## "68675" "54451" "18984" "83485" "22594"
## 2210018M11Rik Snrnp35 Ddx24 Hif1an Pip5k1a
## NA "76167" "27225" "319594" "18720"
## Snd1 Klc2 Ep400 Zdhhc24 Mrpl10
## "56463" "16594" "75560" "70605" "107732"
## Zfp553 Tpr 2310047M10Rik Trappc12 Gfm2
## "233887" "108989" NA "217449" "320806"
## Ss18 Gsdmd Sptlc1 Ufl1 Gimap6
## "268996" "69146" "268656" "67490" "231931"
## Dyrk1b Cc2d1a Orai3 Ndufa3 Pigs
## "13549" "212139" "269999" "66091" "276846"
## Fam132a Cmtm7 Dmtf1 Ints6 Dgcr2
## NA "102545" "23857" "18130" "13356"
## Ppp2r2a Tbc1d23 Tnks Sec24b Tshz1
## "71978" "67581" "21951" "99683" "110796"
## Tmx3 Orc4 Etv3 Atxn7 Mynn
## "67988" "26428" "27049" "246103" "80732"
## Atp9b Cdkn1b Rbmx Polb Hdac2
## "50771" "12576" "19655" "18970" "15182"
## Szrd1 Ikbkap Zc3h7b Fam198a Tm9sf4
## "213491" NA "20286" NA "99237"
## Fxr2 Mpv17 Gdi1 Mgrn1 Ciao1
## "23879" "17527" "14567" "17237" "26371"
## Csf2ra Kctd3 AW549877 Kbtbd4 Sepp1
## "12982" "226823" NA "67136" NA
## Agpat3 Phospho2 Stoml1 Pi4ka Sec62
## "28169" "73373" "69106" "224020" "69276"
## Aktip Itm2c Marf1 Abhd8 Fam189b
## "14339" "64294" "223989" "64296" "68521"
## Idnk Pld4 Mnt Yme1l1 Slc25a12
## "75731" "104759" "17428" "27377" "78830"
## Ezh2 AI846148 Fbxl20 Zfp191 Usp9x
## "14056" NA "72194" NA "22284"
## Ggps1 Tti2 Pxk Ift52 Fam13b
## "14593" "234138" "218699" "245866" "225358"
## C2cd3 Nub1 Slc4a2 Gpr137 Wrnip1
## "277939" "53312" "20535" "107173" "78903"
## Strada Tcf25 Zfp810 Ep300 Rcn2
## "72149" "66855" "235050" "328572" "26611"
## Lemd3 Dicer1 Ntan1 Bcor Atxn3
## "380664" "192119" "18203" "71458" "110616"
## C920025E04Rik Zfp407 Rdh14 2310045N01Rik Mettl10
## NA "240476" "105014" NA NA
## Limk2 Atp11c Pum1 Zfp12 Avl9
## "16886" "320940" "80912" "231866" "78937"
## Gmfb Zfp217 Dnajb9 Zbtb33 Arhgef18
## "63985" "228913" "27362" "56805" "102098"
## Zbtb2 Mon2 Was Golgb1 L3mbtl3
## "381990" "67074" "22376" "224139" "237339"
## Peli1 Yif1a Cnnm3 Zfp961 Zdhhc21
## "67245" "68090" "94218" "234413" "68268"
## Tnfaip8l2 Epc2 Bcat1 Gne Ssh3
## "69769" "227867" "12035" "50798" "245857"
## Cbll1 Spty2d1 Pbrm1 Parp8 Npc2
## "104836" "101685" "66923" "52552" "67963"
## Trappc3 Commd8 Zfp212 Marc2 Ift22
## "27096" "27784" "232784" NA "67286"
## Orai1 Bcl2l2 Zc3h14 Prex1 Adck4
## "109305" "12050" "75553" "277360" NA
## Zfp935 Trim21 2610507B11Rik Stard3 Golga2
## "71508" "20821" "72503" "59045" "99412"
## Sox12 Slc25a46 Ccdc32 S100a11 Tet3
## "20667" "67453" "269336" "20195" "194388"
## Senp7 Gpbp1l1 Bcar3 Slc16a5 Slc7a6os
## "66315" "77110" "29815" "217316" "66432"
## Pddc1 Mbtd1 A430078G23Rik Fra10ac1 Gigyf1
## NA "103537" NA "70567" "57330"
## H2-Q5 Csnk2a1 Mterf3 Ppcs Snapc3
## "15016" "12995" "66410" "106564" "77634"
## Ankhd1 Man1a2 Usp47 Rufy3 S100a10
## "108857" "17156" "74996" "52822" "20194"
## Tor3a Rsbn1 Rft1 Creb1 Cep120
## "30935" "229675" "328370" "12912" "225523"
## 1500011K16Rik Cnot8 Zbtb6 Helz2 Mob1a
## NA "69125" "241322" "229003" "232157"
## Flad1 1810022K09Rik Pigv Tspyl2 Gbp2b
## "319945" NA "230801" "52808" "14468"
## Zfp146 Sprtn Cyld Lrrc14 Natd1
## "26465" "244666" "74256" "223664" "24083"
## Pdcl Lpgat1 Arhgap18 Sh3pxd2a Dbt
## "67466" "226856" "73910" "14218" "13171"
## Il2rg Uap1l1 Wbp4 Mfap3 Pak2
## "16186" "227620" "22380" "216760" "224105"
## Gtf3c1 Surf6 Rnf40 Zfp87 Rbm18
## "233863" "20935" "233900" "170763" "67889"
## Rbbp6 Esco1 Tmem5 Coro1b Map2k7
## "19647" "77805" NA "23789" "26400"
## Bet1 Akap11 Scaf1 Gnaq Rab43
## "12068" "219181" "233208" "14682" "69834"
## Aldh1b1 Ankrd63 Pxn Gosr2 Fyttd1
## "72535" "383787" "19303" "56494" "69823"
## Rcn1 Ube2d3 Taz Mat2b Uhmk1
## "19672" "66105" NA "108645" "16589"
## Fam193a Rras2 Pomgnt1 Gatad2b Asxl2
## "231128" "66922" "68273" "229542" "75302"
## Golga5 Vamp4 Angel2 Jund Pygl
## "27277" "53330" "52477" "16478" "110095"
## Zfp236 Trp53bp2 Rnf215 Rnf34 Tmsb15b1
## "329002" "209456" "71673" "80751" "666244"
## Rchy1 Tgfbr1 Pex14 Ndst1 Ctps2
## "68098" "21812" "56273" "15531" "55936"
## Rgs19 Mfge8 Asb2 Cdc42se1 Faim
## "56470" "17304" "65256" "57912" "23873"
## Rexo4 Vta1 Gtpbp6 Ugdh Zmym5
## "227656" "66201" "107999" "22235" "219105"
## Nmi Ikbkg Kdm4b Kctd10 Clip1
## "64685" "16151" "193796" "330171" "56430"
## Ndnl2 Scimp Ankib1 Atp6v1g1 Zkscan3
## NA "327957" "70797" "66290" "72739"
## Ctdnep1 Dip2b Brd1 Dis3l2 Pias3
## "67181" "239667" "223770" "208718" "229615"
## H2-Q8 Ube2q1 1810043H04Rik Gpsm1 Bccip
## "15019" "70093" NA "67839" "66165"
## Use1 Ubn1 Selt Rlf Rsf1
## "67023" "170644" NA "109263" "233532"
## Vwa8 Rnpepl1 Zfp397 Smarcad1 Hexa
## "219189" "108657" "69256" "13990" "15211"
## Rnf216 Hmg20a Obfc1 Hibch Lats1
## "108086" "66867" NA "227095" "16798"
## Nudt16 Sgpl1 Mdm1 Mta1 Cyhr1
## "75686" "20397" "17245" "116870" "54151"
## H2-D1 Map3k5 Inppl1 Taf1a Mir5133
## "14964" "26408" "16332" "21339" "100628602"
## Mecp2 Tmem87a Ccdc50 Trim14 Tspan31
## "17257" "211499" "67501" "74735" "67125"
## Reps1 Pls3 Dennd1b Klhl17 Vps53
## "19707" "102866" "329260" "231003" "68299"
## Smo Hopx Toporsos Mterf2 Lrmp
## "319757" "74318" NA "74238" NA
## Bod1l Pigm Aftph Scyl3 Otud4
## "665775" "67556" "216549" "240880" "73945"
## BC005537 Pggt1b Gcc2 Tra2a Uck1
## "79555" "225467" "70297" "101214" "22245"
## Sp110 Slc50a1 Exosc3 Churc1 Setd1b
## "109032" "19729" "66362" "211151" "208043"
## Supt6 Flii Kansl3 Rbm26 Trpc4ap
## "20926" "14248" "226976" "74213" "56407"
## Zranb1 Rock1 Snx6 Zbtb8os Sae1
## "360216" "19877" "72183" "67106" "56459"
## Rapgef5 Chic2 9930021J03Rik Zfp654 Nfe2l1
## "217944" "74277" "240613" "72020" "18023"
## Chchd7 Rnf135 H2-Q10 Eps15l1 Tcf7
## "66433" "71956" "15007" "13859" "21414"
## Zfp777 Atp6v1d Actr5 Galnt7 Pitpnm2
## "72306" "73834" "109275" "108150" "19679"
## Llgl1 Ubxn7 Patz1 Pecam1 Pik3r6
## "16897" "224111" "56218" "18613" "104709"
## Ammecr1l Dhx8 Fam216a Phf3 Naa30
## "225339" "217207" "68948" "213109" "70646"
## Zfp69 Pvt1 Kdm3a Mien1 Fnbp1
## "381549" "19296" "104263" "103742" "14269"
## Tctex1d2 Usp34 Itfg1 1600014C10Rik Repin1
## NA "17847" "71927" "72244" "58887"
## Apc Hes5 H2-Q7 Nfkb2 Irf2bp1
## "11789" "15208" "15018" "18034" "272359"
## Zbed3 Crebbp Lgr5 Alkbh6 Litaf
## "72114" "12914" "14160" "233065" "56722"
## Zmynd11 Tmem50b Dcaf7 Lrp6 Uspl1
## "66505" "77975" "71833" "16974" "231915"
## Zeb2 Atg12 Fbxo38 Zfx Slc37a2
## "24136" "67526" "107035" "22764" "56857"
## Zzef1 Cpsf7 Clcn4-2 Tnfrsf26 Gbp2
## "195018" "269061" NA "244237" "14469"
## Rgs2 Cd244 Psrc1 Zfp868 Ywhag
## "19735" NA "56742" "234362" "22628"
## Ly9 Dnajc14 Cxcr5 Sfswap Terf2
## "17085" "74330" "12145" "231769" "21750"
## Arhgap10 Cd69 Sirt7 Edc4 Tpp2
## "78514" "12515" "209011" "234699" "22019"
## Yeats2 Tmed5 Fam160b2 Rmnd1 Ube3a
## "208146" "73130" NA "66084" "22215"
## Hivep3 Zkscan14 Shprh Fbxw11 Pisd
## "16656" "67235" "268281" "103583" "320951"
## Smarca5 Chchd5 Armc5 Mark4 Tnrc6a
## "93762" "66170" "233912" "232944" "233833"
## Usp48 Ktn1 Zap70 Ccnt2 Pcyox1
## "170707" "16709" "22637" "72949" "66881"
## Irs2 Exoc2 Stx6 Slc30a5 Ddx46
## "384783" "66482" "58244" "69048" "212880"
## Exoc3 Rap2b Tapbpl 0610030E20Rik Tug1
## "211446" "74012" "213233" "68364" "544752"
## Cant1 Ceacam1 Ptpn6 Btbd10 Celsr1
## "76025" "26365" "15170" "68815" "12614"
## Syne3 Zc3h11a Dlgap4 Bcl2l12 Chd7
## "212073" "70579" "228836" "75736" "320790"
## Tspyl1 Ddx47 Chtop Mdn1 B3glct
## "22110" "67755" "66511" "100019" "381694"
## Shisa5 Golga3 Ulk2 Rnf38 Ttc3
## "66940" "269682" "29869" "73469" "22129"
## Cdc25b Fam35a Tmem168 Hnrnpdl Arl6ip1
## "12531" NA "101118" "50926" "54208"
## Lnx2 Zmym2 Dnajc5 Fzd6 Vimp
## "140887" "76007" "13002" "14368" NA
## Gm16973 Szt2 Maml3 Bcl7b Ubr1
## "100503823" "230676" "433586" "12054" "22222"
## Pou2f1 Slc4a7 Ttc33 Zfp148 Casp6
## "18986" "218756" "67515" "22661" "12368"
## Irak3 Sh2d5 Tmed7 Ccdc88b Btk
## "73914" "230863" "66676" "78317" "12229"
## Unk Gm8909 Edem1 Rsrc2 Fbxl8
## "217331" "667977" "192193" "208606" "50788"
## Zfp507 Gas8 Mnd1 Araf Ric1
## "668501" "104346" "76915" "11836" "226089"
## Stag2 Pde9a Plekhg2 Tmem230 Ankrd17
## "20843" "18585" "101497" "70612" "81702"
## Zscan25 Sike1 Serpinb1a Prep Il12a
## "666311" "66641" "66222" "19072" "16159"
## Txnrd1 Foxj3 Mr1 Mxd4 Col27a1
## "50493" "230700" "15064" "17122" "373864"
## Smim19 Dars Tbl1x Serpina3f Lin52
## "102032" "226414" "21372" "238393" "217708"
## Mtmr1 Ppid Anks3 Chtf8 Nipal3
## "53332" "67738" "72615" "214987" "74552"
## Zfp281 Tmem255a Cecr2 Dlx1 Znrf1
## "226442" "245386" "330409" "13390" "170737"
## Impa1 Dnajb5 Phf21a Pramef8 Chpf2
## "55980" "56323" "192285" NA "100910"
## Urb2 Arl11 Tmem180 Crkl Rbl2
## "382038" "219144" NA "12929" "19651"
## Smcr8 Zbtb17 Trak1 Pank4 Rnf167
## "237782" "22642" "67095" "269614" "70510"
## Stat3 Mafk Clec2i Celf2 Mcm3ap
## "20848" "17135" "93675" "14007" "54387"
## Ppp6r1 Sec11c Helz Zfp869 Ano10
## "243819" "66286" "78455" "66869" "102566"
## Slc38a1 Amotl1 Apaf1 Mylip Esrra
## "105727" "75723" "11783" "218203" "26379"
## Kmt2b Mia3 Manea Sh2d2a Lrrc8d
## "75410" "338366" "242362" "27371" "231549"
## Tbk1 Itch Heg1 Ndfip2 Cyp4f18
## "56480" "16396" "77446" "76273" "72054"
## Ogfrl1 Slc38a10 Alg2 Rab2b Huwe1
## "70155" "72055" "56737" "76338" "59026"
## Pan3 Zcchc2 Zfp638 Stap1 Ankrd28
## "72587" "227449" "18139" "56792" "105522"
## Cstf1 Arid2 Pink1 Sharpin Zbtb24
## "67337" "77044" "68943" "106025" "268294"
## Fnbp4 Ppp3ca Atp10a Rfk Vps39
## "55935" "19055" "11982" "54391" "269338"
## Rnf44 Pik3c2a Mkl1 Mex3c Sept1
## "105239" "18704" NA "240396" NA
## Ino80 Fam32a Mylpf Amz2 Jkamp
## "68142" "67922" "17907" "13929" "104771"
## Cdipt Hook1 Dclk2 Zfp518a Tspyl3
## "52858" "77963" "70762" "72672" "241732"
## Iqcb1 Setd5 Herc2 Lzic 1300002E11Rik
## "320299" "72895" "15204" "69151" "100043489"
## Sh3bp2 Rad52 Gnai3 Kdm1a Aldh3a2
## "24055" "19365" "14679" "99982" "11671"
## Zfp715 Stat2 Tm2d1 Zfp110 Prr14
## "69930" "20847" "94043" "65020" "233895"
## Zfp319 Ubr3 Rfx5 Mageh1 Gzf1
## "79233" "68795" "53970" "75625" "74533"
## Ddx42 Rapgef4 Csnk1d Rnf146 Taok2
## "72047" "56508" "104318" "68031" "381921"
## Abl1 Mapk1ip1 Fes Kbtbd2 Dnajc30
## "11350" "69546" "14159" "210973" "66114"
## Zfp358 Tradd Fam136a Usp38 Ttf1
## "140482" "71609" "66488" "74841" "22130"
## Tnrc6c 2610008E11Rik Wdr11 Xpr1 Dennd4b
## "217351" "72128" "207425" "19775" "229541"
## Arnt R3hdm2 Gls Cep170 Gmcl1
## "11863" "71750" "14660" "545389" "23885"
## Irf3 Pik3ca Med1 1600002K03Rik Cdc73
## "54131" "18706" "19014" NA "214498"
## Acap2 Ginm1 Gm11974 AU040320 Mgat2
## "78618" "215751" NA "100317" "217664"
## Zdhhc17 Ganab Adss Gramd1a Tmem127
## "320150" "14376" "11566" "52857" "69470"
## Prickle3 Abhd1 Itprip Papd5 Zfp36l1
## "54630" "57742" "414801" NA "12192"
## Rnf20 Rbm12 Spata5l1 Gpr132 Sorcs2
## "109331" "75710" "214616" "56696" "81840"
## Zdhhc20 Ccdc91 Trit1 Dnmt3a Atxn7l3b
## "75965" "67015" "66966" "13435" "382423"
## Rapgef6 Trip11 Sar1a Cog5 Eif2b2
## "192786" "109181" "20224" "238123" "217715"
## Slc1a5 Bre Fam110a Tmem18 Chmp5
## "20514" NA "73847" "211986" "76959"
## Rnf169 Cnr2 Commd6 Lax1 Tia1
## "108937" "12802" "66200" "240754" "21841"
## Gab2 Lsm10 Dpp3 Traf6 Rab5b
## "14389" "116748" "75221" "22034" "19344"
## Mbnl1 Rsbn1l Ap1g1 Smg6 Ptch1
## "56758" "242860" "11765" "103677" "19206"
## Cd180 Prmt10 Copb1 Mtf2 Dbp
## "17079" NA "70349" "17765" "13170"
## Clptm1l Tgoln2 A630023P12Rik Mgat5 Cpsf2
## "218335" "22135" "231603" "107895" "51786"
## Phkb Uso1 Eng Slc23a2 C2cd5
## "102093" "56041" "13805" "54338" "74741"
## Vasp Vps13b Rnf13 Ctso Osm
## "22323" "666173" "24017" "229445" "18413"
## Abr Prr12 Aga Sf3b1 Hes6
## "109934" "233210" "11593" "81898" "55927"
## Sqstm1 Cyb561d1 Vps8 Arhgap30 Cpt1a
## "18412" "72023" "209018" "226652" "12894"
## Kdm4a Snrnp200 Ppp3cb Cdk12 Smad2
## "230674" "320632" "19056" "69131" "17126"
## Akr7a5 Zscan29 Ltb Mbnl2 Arfgef1
## "110198" "99334" "16994" "105559" "211673"
## Ccdc125 Prpf39 Lipa Prdm2 Pogz
## "76041" "328110" "16889" "110593" "229584"
## Cdc14a Rab19 Os9 Prkch Dap
## "229776" "19331" "216440" "18755" "223453"
## Cnot7 Pex5 Akr1b3 Fam168b Lrch3
## "18983" "19305" "11677" "214469" "70144"
## Rgp1 Ptpn14 Zmym4 Fem1c Coa4
## "242406" "19250" "67785" "240263" "68185"
## Zfp512 Zswim4 Armt1 Dcaf5 Vipas39
## "269639" "212168" "73419" "320808" "104799"
## Abhd13 Tpst1 Cd48 Ube2w Mtdh
## "68904" "22021" "12506" "66799" "67154"
## H2-Q4 Rbm5 Rhoh Tmem154 Cd2bp2
## "15015" "83486" "74734" "320782" "70233"
## Rock2 Zbp1 Ythdc1 Cic Csnk1e
## "19878" "58203" "231386" "71722" "27373"
## Mark2 Leprotl1 Rnf113a2 Cog8 Khnyn
## "13728" "68192" "66381" "97484" "219094"
## Hsdl2 Txndc12 Car13 Nr1d1 9930111J21Rik1
## "72479" "66073" "71934" "217166" "667214"
## Tmem126b Mprip Ppdpf Desi1 Ap2b1
## "68472" "26936" "66496" "28075" "71770"
## Elmod3 Fam134b Fkbp15 Rltpr Rai14
## "232089" NA "338355" NA "75646"
## Ambra1 Nxpe3 Lyrm2 Rilpl2 Tnfrsf13c
## "228361" "385658" "108755" "80291" "72049"
## Macf1 Snx4 Cep57l1 Trem1 Ivd
## "11426" "69150" "103268" "58217" "56357"
## Trim8 Trrap Cdk13 Fgd3 Ube2h
## "93679" "100683" "69562" "30938" "22214"
## Fam208b Strip1 Slamf1 Hps1 Frmd6
## NA "229707" "27218" "192236" "319710"
## Tmem135 Vps13d Sbf2 Pcm1 Pigh
## "72759" "230895" "319934" "18536" "110417"
## Ubqln1 Brix1 Anxa11 Stxbp2 Anxa6
## "56085" "67832" "11744" "20911" "11749"
## AI837181 Mapkap1 Gfi1 Jmjd1c Baz2b
## "107242" "227743" "14581" "108829" "407823"
## Hnrnph3 Pde8a Itsn2 Bbx Ranbp6
## "432467" "18584" "20403" "70508" "240614"
## Btg2 Phlda3 Calcoco1 Atp6v1h Specc1l
## "12227" "27280" "67488" "108664" "74392"
## Ppp2r5c Fam208a Ppil4 Parp4 Med13
## "26931" NA "67418" "328417" "327987"
## Gm15987 Srcap Gbe1 Trib2 Sema4b
## "100504591" "100043597" "74185" "217410" "20352"
## Chfr Agfg1 Ero1lb Ldoc1l Cblb
## "231600" "15463" NA NA "208650"
## Gm13157 Dyrk1a Arl8a S100pbp Plgrkt
## NA "13548" "68724" "74648" "67759"
## Tulp3 Lmo4 Ptbp2 Phf2 Dgkz
## "22158" "16911" "56195" "18676" "104418"
## Ncor1 Uhrf2 Cers5 Jarid2 Manba
## "20185" "109113" "71949" "16468" "110173"
## Pnrc2 Faf2 Tmem123 Adcy7 Kdm6a
## "52830" "76577" "71929" "11513" "22289"
## Kdm3b Mepce Chd2 Trim30a Proser1
## "277250" "231803" "244059" "20128" "212127"
## Mrpl43 Spg20 Arap1 Agbl5 Ap3b1
## "94067" "229285" "69710" "231093" "11774"
## Zhx2 Slc15a3 Csf1 Glyr1 Chmp1b
## "387609" "65221" "12977" "74022" "67064"
## Thra Rap2c Zmat5 Btbd2 Txndc11
## "21833" "72065" "67178" "208198" "106200"
## Scmh1 Spint2 Pqbp1 Efr3a Ankrd13a
## "29871" "20733" "54633" "76740" "68420"
## Samd9l Kpna4 Slc25a24 Mier3 Kdm5c
## "209086" "16649" "229731" "218613" "20591"
## Arel1 1700048O20Rik Ist1 Slc25a36 Atp1b1
## "68497" "69430" "71955" "192287" "11931"
## N4bp2l1 Ethe1 Mycbp2 BC026585 Lonp2
## "100637" "66071" "105689" NA "66887"
## Oxr1 Glmp Glg1 Dcaf8 Arl14ep
## "170719" "56700" "20340" "98193" "212772"
## Zfp62 Csnk1a1 Gstt3 Zfyve1 AI314180
## "22720" "93687" "103140" "217695" NA
## Arpc5 Mtpap Synrg 4930523C07Rik Mbp
## "67771" "67440" "217030" "67647" "17196"
## Tnnt2 E2f5 Mbtps1 Zfp362 Abl2
## "21956" "13559" "56453" "230761" "11352"
## Stk10 Sptan1 Diap1 Nipsnap1 Kdm4c
## "20868" "20740" NA "18082" "76804"
## Zeb2os Ttll1 Kdm6b Lamc1 Treml2
## "433424" "319953" "216850" "226519" "328833"
## Ncor2 Id3 Gramd4 Triobp Gimap3
## "20602" "15903" "223752" "110253" "83408"
## Mesdc1 Kmt2a Nipbl Zer1 Ap3d1
## NA "214162" "71175" "227693" "11776"
## Map3k14 Tars2 Pafah1b1 Lfng Copg2
## "53859" "71807" "18472" "16848" "54160"
## Syap1 Nfat5 Stat6 Tle4 Paip2b
## "67043" "54446" "20852" "21888" "232164"
## Foxn3 Arhgef7 Numa1 Birc2 Trappc9
## "71375" "54126" "101706" "11797" "76510"
## Tmem167b Smek2 Bet1l 9530068E07Rik Atp8a1
## "67495" NA "54399" "213673" "11980"
## 9030617O03Rik Pdlim2 Trp53bp1 Ndel1 Zfp710
## NA "213019" "27223" "83431" "209225"
## Ngly1 Dhx37 Sesn1 Fundc1 Fxyd6
## "59007" "208144" "140742" "72018" "59095"
## Ms4a1 Nrbp1 Herpud1 Nfatc1 Prpf8
## "12482" "192292" "64209" "18018" "192159"
## Irf2bp2 Wnk1 Rdh12 Kmt2d Trappc2l
## "270110" "232341" "77974" "381022" "59005"
## Ddt Smap2 Zufsp Rab28 Cnot1
## "13202" "69780" NA "100972" "234594"
## Iqsec1 4921524J17Rik Cish Xrcc4 Tmcc1
## "232227" "66714" "12700" "108138" "330401"
## Lrif1 Gng10 Dnaaf5 Prkaa2 Ints1
## "321000" "14700" "433956" "108079" "68510"
## Cdc37l1 Pdrg1 Tpst2 Adprh Fbxo18
## "67072" "68559" "22022" "11544" NA
## Mau2 Ctdsp2 Rasa4 Rmnd5b Mga
## "74549" "52468" "54153" "66089" "29808"
## Nup210 Slc12a7 Snora70 Spata6 Tlk2
## "54563" "20499" "104368" "67946" "24086"
## 2510039O18Rik Mfng 2700081O15Rik Lrrcc1 Cers4
## "77034" "17305" NA "71710" "67260"
## Tbc1d20 Gbp7 Gbf1 Vps4b AI504432
## "67231" "229900" "107338" "20479" "229694"
## BC002163 Ankrd40 Cdk17 Tcf7l2 Tnfrsf13b
## NA "71452" "237459" "21416" "57916"
## Tmem132e Rbp1 Colgalt1 Arvcf Athl1
## "270893" "19659" "234407" "11877" NA
## Usp11 4933434E20Rik Fhit Stx5a Tbxa2r
## "236733" "99650" "14198" "56389" "21390"
## Socs2 Snapin Lin7c Cox20 Pnrc1
## "216233" "20615" "22343" "66359" "108767"
## Nfatc3 Gpr107 Mdm4 Magi1 Sept9
## "18021" "277463" "17248" "14924" NA
## Nudt14 Msl1 Pds5b Lpcat1 Sccpdh
## "66174" "74026" "100710" "210992" "109232"
## Cep41 Zfp263 Ubr4 Mppe1 Gopc
## "83922" "74120" "69116" "225651" "94221"
## Ilvbl Sgsh Fbxl14 Pou2af1 Fchsd2
## "216136" "27029" "101358" "18985" "207278"
## Brf1 Hsdl1 Ncoa2 Smek1 Irf4
## "72308" "72552" "17978" NA "16364"
## Dguok Acss1 Tigd2 Vgll4 Acsf2
## "27369" "68738" "68140" "232334" "264895"
## Lpar6 Klhl9 Ikzf3 BC094916 Nabp1
## "67168" "242521" "22780" NA "109019"
## Sipa1l1 Nedd4l Xpc Gpd1l Atp6v0e2
## "217692" "83814" "22591" "333433" "76252"
## Sh3bgrl Cmip Coro7 Gphn Bank1
## "56726" "74440" "78885" "268566" "242248"
## Akap9 1810030O07Rik Atp11b Nmrk1 Ddx58
## "100986" "69155" "76295" "225994" "230073"
## Pik3ap1 Kdm2a Smpd1 Cnot6l Pias4
## "83490" "225876" "20597" "231464" "59004"
## Sh3kbp1 Rai1 Snx29 Tgoln1 4933412E12Rik
## "58194" "19377" "74478" "22134" "71086"
## Fbrs Lat Sh2b3 BC031181 Wibg
## "14123" "16797" "16923" "407819" NA
## Abi3 Baz2a Prelid2 Tmem106c Tspan6
## "66610" "116848" "77619" "380967" "56496"
## Fryl Mtss1 Hmha1 St6gal1 Gbp4
## "72313" "211401" NA "20440" "17472"
## 4932438A13Rik Sigirr Tbc1d17 BC028528 Cog6
## "229227" "24058" "233204" "229600" "67542"
## Chd6 Dyrk2 Srpk2 Spin1 Chd8
## "71389" "69181" "20817" "20729" "67772"
## Kmt2c Arl5a Hmces Mob4 Tlr4
## "231051" "75423" "232210" "19070" "21898"
## Plxna1 Ccdc33 Vegfa Kidins220 Ptpn7
## "18844" "382077" "22339" "77480" "320139"
## Tor1aip1 Sdcbp Arid4b Galnt11 Scml4
## "208263" "53378" "94246" "231050" "268297"
## Ythdf3 Cenpb Rassf2 Trip12 Smg7
## "229096" "12616" "215653" "14897" "226517"
## Ptk2b Foxp1 Map2k6 Usp22 Papolg
## "19229" "108655" "26399" "216825" "216578"
## Grap2 Ostf1 Zfp592 Fcrla Itgal
## "17444" "20409" "233410" "98752" "16408"
## Pde4d Rabep2 Syvn1 Cdk19 Fam78a
## "238871" "70314" "74126" "78334" "241303"
## Dusp11 Zscan2 Ano6 H6pd Git2
## "72102" "22691" "105722" "100198" "26431"
## Arhgef6 Rdx BC035044 2310001H17Rik Tecpr1
## "73341" "19684" "232406" "76432" "70381"
## Rgs14 Bach2 Tcf4 Sipa1 Inip
## "51791" "12014" "21413" "20469" "66209"
## Bach1 Wbp1 Ppp1r12a Midn Ahdc1
## "12013" "22377" "17931" "59090" "230793"
## Nlrc5 Apoa1bp Ppp1r35 Mbd4 Epsti1
## "434341" NA "69871" "17193" "108670"
## N4bp3 Fbxl5 Epc1 Prmt6 Nt5c2
## "212706" "242960" "13831" "99890" "76952"
## Pigp Kif21b H3f3b 6530402F18Rik Map4k1
## "56176" "16565" "15081" "76220" "26411"
## Vps33b Zfp330 Tmem164 Ppic Cstf2t
## "233405" "30932" "209497" "19038" "83410"
## Dntt Hcls1 Trmt1l Vps37c Jak3
## "21673" "15163" "98685" "107305" "16453"
## Grcc10 Zswim8 Irgq Crot Dlg1
## "14790" "268721" "210146" "74114" "13383"
## Ankrd11 Cd1d2 Akirin1 Srfbp1 Kdm5a
## "77087" "12480" "68050" "67222" "214899"
## Zgpat Tvp23b Rbm39 Nr1d2 Grb7
## "229007" "67510" "170791" "353187" "14786"
## Entpd1 Bahd1 Fjx1 Atg16l2 Pctp
## "12495" "228536" "14221" "73683" "18559"
## Hnrnpul1 Prkacb AI467606 Atp8b2 Dock2
## "232989" "18749" "101602" "54667" "94176"
## Hmcn1 Wipf1 Osbpl9 Phyh Pitpnm1
## "545370" "215280" "100273" "16922" "18739"
## Dst Rnf2 Serp1 Pfkfb3 Unc13d
## "13518" "19821" "28146" "170768" "70450"
## Cib1 Mlxip Cep68 Klk8 Hmox2
## "23991" "208104" "216543" "259277" "15369"
## Ptprc Lrp10 Il3ra Chd9 2310035C23Rik
## "19264" "65107" "16188" "109151" NA
## Prdx3 Tmed4 Traf4 Tnfaip8 Erap1
## "11757" "103694" "22032" "106869" "80898"
## Mrgpre Ormdl3 2610307P16Rik Arid1a Hist3h2a
## "244238" "66612" "72518" "93760" NA
## Sec16a Kcna3 Tec Ddx6 Snap47
## "227648" "16491" "21682" "13209" "67826"
## Akap13 Dusp6 Dscr3 Traf3ip3 Bax
## "75547" "67603" NA "215243" "12028"
## Hbp1 Csnk1g2 Btg1 Traf3ip2 Fcho1
## "73389" "103236" "12226" "103213" "74015"
## Invs Stat1 Arhgef2 Mcts2 Ostm1
## "16348" "20846" "16800" "66405" "14628"
## Klf13 Ing4 Sh2b1 Mdm2 Smg1
## "50794" "28019" "20399" "17246" "233789"
## Clasp1 Zfp646 Zfp94 Smim14 Antxr2
## "76707" "233905" "22756" "68552" "71914"
## Spn Cnp Setx 4930597A21Rik Stxbp1
## "20737" "12799" "269254" "75389" "20910"
## Bptf Lamtor4 Inpp1 Thbd Bfsp2
## "207165" "66096" "16329" "21824" "107993"
## Crlf2 AW112010 Rnasek Abi1 B2m
## "57914" "107350" "52898" "11308" "12010"
## Pcmtd2 Gltscr1 St8sia4 March7 A230046K03Rik
## "245867" NA "20452" NA NA
## Tk2 Zcchc24 Ttyh3 Saraf Psme2b
## "57813" "71918" "78339" "67887" "621823"
## Ctsc Rassf5 Vpreb2 Nfkbie Tespa1
## "13032" "54354" "22363" "18037" "67596"
## Trim27 Ttc5 Phf12 Wls Prkar1a
## "19720" "219022" "268448" "68151" "19084"
## Gosr1 Ntng2 Map3k1 Cd38 Ndfip1
## "53334" "171171" "26401" "12494" "65113"
## Med13l Irf1 Tspan14 Entpd5 Ankfy1
## "76199" "16362" "52588" "12499" "11736"
## Sufu Uggt1 Sit1 Capn7 Plscr3
## "24069" "320011" "54390" "12339" "70310"
## Pik3cg Sash3 Smim24 Zdhhc18 Pik3r4
## "30955" "74131" "72273" "503610" "75669"
## Nr1h2 Kat6a Slc41a1 Napsa S1pr4
## "22260" "244349" "98396" "16541" "13611"
## Capsl Cep250 Rab4b Smarcd2 Icam2
## "75568" "16328" "19342" "83796" "15896"
## Polr2a Dync1h1 Slain2 Ehd2 Rab21
## "20020" "13424" "75991" "259300" "216344"
## Eif4e3 Jakmip1 Utrn As3mt Cacnb1
## "66892" "76071" "22288" "57344" "12295"
## Itpr2 Wdtc1 Kansl1 Ccdc97 Supt20
## "16439" "230796" "76719" "52132" "56790"
## Hdac8 Map3k3 Dynlt3 Ier2 Usp24
## "70315" "26406" "67117" "15936" "329908"
## Birc3 Plekhm1 Cnot2 Top3b Akna
## "11796" "353047" "72068" "21976" "100182"
## Tomm34 Slc17a9 Slc9a1 Prkd2 Irf2
## "67145" "228993" "20544" "101540" "16363"
## Acyp1 Map4k4 Snx8 Cdh24 Sdr39u1
## "66204" "26921" "231834" "239096" "654795"
## Snx30 Rpia Slain1 Slc25a11 Man2a2
## "209131" "19895" "105439" "67863" "140481"
## Grap Gabpb1 Ly6e Akt1 Rab3a
## "71520" "14391" "17069" "11651" "19339"
## Men1 Hmgn3 Rere Tgfb1 Tmem64
## "17283" "94353" "68703" "21803" "100201"
## Ubqln2 Tnrc18 Sec63 Atp13a2 Ppp1r9b
## "54609" "231861" "140740" "74772" "217124"
## Arpc5l Gpr18 Sun2 Nnt Myo1c
## "74192" "110168" "223697" "18115" "17913"
## Cmtm6 Gpbp1 Casd1 Abcd1 Spata13
## "67213" "73274" "213819" "11666" "219140"
## Unc45a Prrc2c Hsd17b11 Evl Arhgap4
## "101869" "226562" "114664" "14026" "171207"
## Plin3 S1pr1 Ttpal Zcchc11 Gstp1
## "66905" "13609" "76080" NA "14870"
## Ube2d1 Myo9b Jak1 Acy3 Mief2
## "216080" "17925" "16451" "71670" "237781"
## Pyhin1 Prrc2b Arhgap25 Irf5 Snap29
## NA "227723" "232201" "27056" "67474"
## Lypla2 Tcn2 Mum1l1 Zmiz1 Sh2d3c
## "26394" "21452" NA "328365" "27387"
## Pkn1 Nudcd3 Inpp5d Dock8 Armcx2
## "320795" "209586" "16331" "76088" "67416"
## Hip1r Wsb1 Sept6 Commd3 Alpl
## "29816" "78889" NA "12238" "11647"
## BC017643 Trp53i11 Pip5k1c Lyn Txnip
## NA "277414" "18717" "17096" "56338"
## Gdf11 Prkcd Gng2 Plcg1 Cbx4
## "14561" "18753" "14702" "18803" "12418"
## Phlpp1 Mcl1 Ifi203 Stat4 Pten
## "98432" "17210" "15950" "20849" "19211"
## Rabgap1l Csrnp1 Cds2 Ankrd13d Pafah1b3
## "29809" "215418" "110911" "68423" "18476"
## Gse1 Dab2ip Zmynd8 B4galt1 Cd36
## "382034" "69601" "228880" "14595" "12491"
## Ric8 Adnp Rasa3 Slc9a3r1 Malat1
## NA "11538" "19414" "26941" "72289"
## Srgn 4931429I11Rik Maml1 Eif4a2 Hes1
## "19073" NA "103806" "13682" "15205"
## Fcrl6 Snx20 Sptbn1 Ppp3cc Ddx17
## "677296" "71607" "20742" "19057" "67040"
## Slc38a2 Iqgap1 Prdm14 E130308A19Rik Zfp292
## "67760" "29875" "383491" "230259" "30046"
## Ccng1 Trim11 Tmem106b Arhgap15 Tbc1d10c
## "12450" "94091" "71900" "76117" "108995"
## Son Runx1 Mgst1 Rragd Stk17b
## "20658" "12394" "56615" "52187" "98267"
## Map7 Hdac11 Gm11346 Slc25a1 Cap1
## "17761" "232232" "76024" "13358" "12331"
## Rin3 Kmt2e Crip2 Prkcb Ttll11
## "217835" "69188" "68337" "18751" "74410"
## Abhd2 Csrp2 Hint2 Agpat9 Suv420h1
## "54608" "13008" "68917" NA NA
## Txnrd3 Nrros Mcoln2 Arid5a Hibadh
## "232223" "224109" "68279" "214855" "58875"
## Lman2l Epha2 Zcchc7 Bckdha Dock9
## "214895" "13836" "319885" "12039" "105445"
## Pik3ip1 Ifi27 Selplg Cytip Prkcq
## "216505" "52668" "20345" "227929" "18761"
## Pced1b Top2b Serpinf1 Gm4759 Rptor
## "239647" "21974" "20317" NA "74370"
## Tmem243 1700030K09Rik 1110004F10Rik Zfp608 Ptpn22
## "652925" "72254" "56372" "269023" "19260"
## Tsc22d4 Gbp9 Sirt3 Chd4 Lcp2
## NA "236573" "64384" "107932" "16822"
## Otub2 Mfsd6 Cerk Nucb1 Notch1
## "68149" "98682" "223753" "18220" "18128"
## Smtn Phip Zkscan17 Ipcef1 Tspan32
## "29856" "83946" "268417" "320495" "27027"
## Tnks2 Dok3 Adrbk1 Nsd1 Casp8
## "74493" "27261" NA "18193" "12370"
## Bcr Ablim1 Pcbp3 Gstt2 Esyt2
## "110279" "226251" "59093" "14872" "52635"
## N4bp2 Ifngr2 Cd93 Sdhaf2 Cbfa2t3
## "333789" "15980" "17064" "66072" "12398"
## Capn2 Aff1 Lhpp Slc2a9 Mir8091
## "12334" "17355" "76429" "117591" "102465884"
## Limd2 Glipr1 Slc30a4 Fam107b Adssl1
## "67803" "73690" "22785" "66540" "11565"
## Ypel3 D930015E06Rik Gngt2 Fam20b Mef2d
## "66090" NA "14710" "215015" "17261"
## Clk4 Mgat1 Acpp F13a1 Marcks
## "12750" "17308" "56318" "74145" "17118"
## Tnfrsf19 Mzb1 Pcdhb22 Fbxl12 Themis2
## "29820" "69816" "93893" "30843" "230787"
## Aes B3gnt5 Sdc4 Tmem263 2900026A02Rik
## NA "108105" "20971" "103266" "243219"
## Xrcc6 Arl5c Dusp2 Hivep2 Edaradd
## "14375" "217151" "13537" "15273" "171211"
## Pde4b Dpp4 Acp6 Clint1 Tnfsf10
## "18578" "13482" "66659" "216705" "22035"
## Pold4 Mgea5 Klhl24 Gga2 Ets1
## "69745" NA "75785" "74105" "23871"
## Orai2 Bin1 Cxxc5 C1galt1 Gm525
## "269717" "30948" "67393" "94192" "217071"
## Ccm2 Cabp4 Mgst2 Cacna1e Kdm5b
## "216527" "73660" "211666" "12290" "75605"
## Chchd10 Arhgdib Myl2 Ankrd6 Selm
## "103172" "11857" "17906" "140577" NA
## Tor4a Dock10 Phldb3 Ccm2l Cep170b
## "227612" "210293" "232970" "228788" "217882"
## Egr1 Cd53 Rgs18 B3gnt8 Cat
## "13653" "12508" "64214" "232984" "12359"
## Cd37 Fubp1 Ubash3a Psd4 Apobec1
## "12493" "51886" "328795" "215632" "11810"
## Il7r Sox4 Stk4 Elk4 Bmf
## "16197" "20677" "58231" "13714" "171543"
## Aff3 Scn4b Plcb2 Rag2 Fam65a
## "16764" "399548" "18796" "19374" NA
## Sytl1 Cd79b Adh1 Rac2 Myo7a
## "269589" "15985" "11522" "19354" "17921"
## Cdkn1a Slamf6 Tapt1 Map4k2 Lrrn3
## "12575" "30925" "231225" "26412" "16981"
## Dgkd Sh3bp5 Hdac7 Ddx5 Mmrn1
## "227333" "24056" "56233" "13207" "70945"
## Blnk Syk Ppp1r16b Neil1 Slc12a6
## "17060" "20963" "228852" "72774" "107723"
## Itpkb Lef1 Smim20 Eef2k Susd1
## "320404" "16842" "66278" "13631" "634731"
## Myb Trp53inp1 Pbxip1 Dnajc21 Tm6sf1
## "17863" "60599" "229534" "78244" "107769"
## Clk1 Rrm2b Plekha2 Lgals9 Elf1
## "12747" "382985" "83436" "16859" "13709"
## Cd1d1 Gimap1 Elovl6 Slc35f3 Ptgr1
## "12479" "16205" "170439" "210027" "67103"
## Unc93b1 Il17ra Cyfip2 Mgmt Pqlc3
## "54445" "16172" "76884" "17314" "217430"
## Dck Cd19 Pik3cd Myl4 Rcsd1
## "13178" "12478" "18707" "17896" "226594"
## Nkd2 Ptprcap Inafm2 Rag1 Zfp386
## "72293" "19265" "100043272" "19373" "56220"
## Ube2j1 Akap12 Snora33 Tcf3 Tnfaip3
## "56228" "83397" "100529074" "21423" "21929"
## Hp1bp3 Drc7 Chst3 Kansl1l Pgls
## "15441" "330830" "53374" "68691" "66171"
## 2610524H06Rik Lig4 Gm17296 Siglecg Xlr
## "330173" "319583" NA "243958" "22441"
## Ly6d Mlec Cd79a Carns1 Bace1
## "17068" "109154" "12518" "107239" "23821"
## Pcmtd1 Spib H1f0 Smarca4 Wdfy4
## "319263" "272382" "14958" "20586" "545030"
## Gmfg Clic6 Vpreb3 Impdh1 Stambpl1
## "63986" "209195" "22364" "23917" "76630"
## Ephx1 Il16 Cd72 Eif2ak3 Erg
## "13849" "16170" "12517" "13666" "13876"
## Klhl6 Cnksr3 Plxdc1 Gpam Slamf7
## "239743" "215748" "72324" "14732" "75345"
## Sft2d2 Cyth1 Gjc2 Ccnd3 Foxo1
## "108735" "19157" "118454" "12445" "56458"
## Tspan13 Pde2a B3gnt2 Tifa Ppt1
## "66109" "207728" "53625" "211550" "19063"
## Ankrd33b Ebf1 Fam65b Pax5 Atp2a3
## "67434" "13591" NA "18507" "53313"
## Enpep Epb4.1l4b Bcl7a Nedd9 Snn
## "13809" NA "77045" "18003" "20621"
## Camk2d Bst1 Gfra1 Arntl Fam53b
## "108058" "12182" "14585" "11865" "77938"
## Cdkn2a Igll1 Fam129c Cplx2 Adgrg1
## "12578" "16136" NA "12890" "14766"
## Vpreb1 Smtnl2 Cyb561a3 Clec2d Cep164
## "22362" "276829" "225912" "93694" "214552"
## Tmem98 Adgrf1 Rps4l Arpp21 Thy1
## "103743" "77596" "66184" "74100" "21838"
## Blk Steap4 Myl10 Mir7-1 Snora68
## "12143" "117167" "59310" "723902" "104370"
## Snord89 Mir3101 Snord83b
## "100217461" "100526505" "100302601"# make a data frame from the named vector
symbols_df <- data.frame(
gene_symbol = names(symbols_vector), # names() extracts the name of the vector's elements
entrez_id = symbols_vector)
symbols_df## gene_symbol entrez_id
## Snord104 Snord104 100216537
## Mir25 Mir25 723926
## Snora64 Snora64 104366
## Slc4a1 Slc4a1 20533
## Gypa Gypa 14934
## Epb4.2 Epb4.2 <NA>
## Car1 Car1 12346
## Aldh1a1 Aldh1a1 11668
## Ermap Ermap 27028
## Pdzk1ip1 Pdzk1ip1 67182
## Nxpe2 Nxpe2 78252
## Ces2g Ces2g 72361
## Dmtn Dmtn 13829
## Rhd Rhd 19746
## Spta1 Spta1 20739
## Tmcc2 Tmcc2 68875
## Alas2 Alas2 11656
## Aqp1 Aqp1 11826
## March8 March8 <NA>
## Kel Kel 23925
## Rhag Rhag 19743
## Hba-a1 Hba-a1 15122
## Add2 Add2 11519
## Sptb Sptb 20741
## Hba-a2 Hba-a2 110257
## Hbb-b1 Hbb-b1 15129
## Slc38a5 Slc38a5 209837
## Snca Snca 20617
## Apol8 Apol8 239552
## Trim10 Trim10 19824
## Btnl10 Btnl10 192194
## Rsad2 Rsad2 58185
## Cldn13 Cldn13 57255
## Klf1 Klf1 16596
## Hemgn Hemgn 93966
## Ypel4 Ypel4 241525
## Mfsd2b Mfsd2b 432628
## Hbb-bt Hbb-bt 101488143
## Tspan33 Tspan33 232670
## Slc6a9 Slc6a9 14664
## Tspo2 Tspo2 70026
## Lmna Lmna 16905
## Fn3k Fn3k 63828
## Gata1 Gata1 14460
## Rab3il1 Rab3il1 74760
## 1300017J02Rik 1300017J02Rik <NA>
## Ryk Ryk 20187
## Samd14 Samd14 217125
## Fam46c Fam46c <NA>
## Tal1 Tal1 21349
## Epor Epor 13857
## Tnfaip2 Tnfaip2 21928
## Ackr1 Ackr1 13349
## Pklr Pklr 18770
## Ank1 Ank1 11733
## Spire1 Spire1 68166
## Slfn14 Slfn14 237890
## Smox Smox 228608
## Fhdc1 Fhdc1 229474
## Rgcc Rgcc 66214
## Stfa2 Stfa2 20862
## Saa3 Saa3 20210
## Wfdc17 Wfdc17 100034251
## Stom Stom 13830
## Specc1 Specc1 432572
## Ppbp Ppbp 57349
## Fam109b Fam109b <NA>
## Paqr9 Paqr9 75552
## Cd5l Cd5l 11801
## Redrum Redrum 77433
## Gfi1b Gfi1b 14582
## S100a4 S100a4 20198
## Hbq1b Hbq1b 544763
## Trim58 Trim58 216781
## Gm867 Gm867 333670
## Ifitm3 Ifitm3 66141
## Prg2 Prg2 19074
## Tmod1 Tmod1 21916
## Tinagl1 Tinagl1 94242
## Fech Fech 14151
## Cdr2 Cdr2 12585
## Nfe2 Nfe2 18022
## St3gal5 St3gal5 20454
## Abcb10 Abcb10 56199
## Alad Alad 17025
## Fermt1 Fermt1 241639
## Bex4 Bex4 406217
## Slc16a10 Slc16a10 72472
## Hmbs Hmbs 15288
## Blvrb Blvrb 233016
## Tyrobp Tyrobp 22177
## Mgst3 Mgst3 66447
## St5 St5 <NA>
## Chac2 Chac2 68044
## Ccl5 Ccl5 20304
## Sowaha Sowaha 237761
## Gstm5 Gstm5 14866
## Isg20 Isg20 57444
## Fcna Fcna 14133
## Apoe Apoe 11816
## Gda Gda 14544
## Snx22 Snx22 382083
## Isg15 Isg15 100038882
## BC100530 BC100530 <NA>
## Wapal Wapal <NA>
## Fcer1g Fcer1g 14127
## Arrb1 Arrb1 109689
## Icam4 Icam4 78369
## Dhrs11 Dhrs11 192970
## Bpgm Bpgm 12183
## Pglyrp1 Pglyrp1 21946
## Klf3 Klf3 16599
## Ppp1r15a Ppp1r15a 17872
## Stfa3 Stfa3 20863
## Rnase12 Rnase12 497106
## Jchain Jchain 16069
## Creg1 Creg1 433375
## Grina Grina 66168
## Csf1r Csf1r 12978
## S100a8 S100a8 20201
## Gclm Gclm 14630
## Lcn2 Lcn2 16819
## Stfa2l1 Stfa2l1 268885
## Ifitm6 Ifitm6 213002
## Fads3 Fads3 60527
## Slpi Slpi 20568
## Stard10 Stard10 56018
## S100a9 S100a9 20202
## Sphk1 Sphk1 20698
## Sept8 Sept8 <NA>
## Hp Hp 15439
## Lmo2 Lmo2 16909
## Cln8 Cln8 26889
## Gm5424 Gm5424 432466
## Mt2 Mt2 17750
## Slc25a37 Slc25a37 67712
## Lyz2 Lyz2 17105
## Gm5483 Gm5483 <NA>
## Ngp Ngp 18054
## Hagh Hagh 14651
## Slc22a4 Slc22a4 30805
## Rhoj Rhoj 80837
## Ccnd1 Ccnd1 12443
## Apol11b Apol11b 328563
## Gpx1 Gpx1 14775
## Olfm1 Olfm1 56177
## Camp Camp 12796
## Fam117a Fam117a 215512
## Urod Urod 22275
## Igfbp7 Igfbp7 29817
## Car2 Car2 12349
## C1qc C1qc 12262
## Ddit4 Ddit4 74747
## Wfdc21 Wfdc21 66107
## Lst1 Lst1 16988
## Mgll Mgll 23945
## Pf4 Pf4 56744
## Rgs10 Rgs10 67865
## Mpo Mpo 17523
## Pigq Pigq 14755
## Epb4.1 Epb4.1 <NA>
## Ear2 Ear2 13587
## Ifrd2 Ifrd2 15983
## Odc1 Odc1 18263
## Lhx2 Lhx2 16870
## H2-T24 H2-T24 15042
## Anxa2 Anxa2 12306
## Zfpm1 Zfpm1 22761
## Il1b Il1b 16176
## Tfrc Tfrc 22042
## C3 C3 12266
## Pcp4 Pcp4 18546
## Fth1 Fth1 14319
## Hoxb7 Hoxb7 15415
## Cebpb Cebpb 12608
## Rap1gap2 Rap1gap2 380711
## Ppap2a Ppap2a <NA>
## Prdx2 Prdx2 21672
## Prkar2b Prkar2b 19088
## Prtn3 Prtn3 19152
## Abcb4 Abcb4 18670
## C1qa C1qa 12259
## H2-Ea-ps H2-Ea-ps <NA>
## Cd74 Cd74 16149
## Dapk2 Dapk2 13143
## Rps28 Rps28 54127
## Mcam Mcam 84004
## Gem Gem 14579
## Ank Ank 11732
## Mpeg1 Mpeg1 17476
## Ltf Ltf 17002
## Cybb Cybb 13058
## Rps10 Rps10 67097
## Ubac1 Ubac1 98766
## Rpl36 Rpl36 54217
## Adcy6 Adcy6 11512
## H2-Aa H2-Aa 14960
## Ube2l6 Ube2l6 56791
## Trak2 Trak2 70827
## March2 March2 <NA>
## Tbc1d30 Tbc1d30 74694
## Cmc2 Cmc2 66531
## Ctsb Ctsb 13030
## Rps18 Rps18 20084
## Glrx5 Glrx5 73046
## 1110038B12Rik 1110038B12Rik 68763
## Atpif1 Atpif1 11983
## Rexo2 Rexo2 104444
## Olfm4 Olfm4 380924
## Cpox Cpox 12892
## Phf10 Phf10 72057
## Pkdcc Pkdcc 106522
## Bsg Bsg 12215
## Gypc Gypc 71683
## Cfp Cfp 18636
## Optn Optn 71648
## Hmox1 Hmox1 15368
## Emp3 Emp3 13732
## Foxf2 Foxf2 14238
## Cpne2 Cpne2 234577
## Rps2 Rps2 16898
## Clec4n Clec4n 56620
## Tk1 Tk1 21877
## Rpl14 Rpl14 67115
## Pdgfb Pdgfb 18591
## Vcam1 Vcam1 22329
## Rpsa Rpsa 16785
## Rps25 Rps25 75617
## Cd9 Cd9 12527
## Rplp1 Rplp1 56040
## C1qb C1qb 12260
## Rplp0 Rplp0 11837
## Rpl10a Rpl10a 19896
## Hsp90ab1 Hsp90ab1 15516
## Rps29 Rps29 20090
## Hebp1 Hebp1 15199
## Fahd1 Fahd1 68636
## Ybx3 Ybx3 56449
## Rps12 Rps12 20042
## Impdh2 Impdh2 23918
## Ass1 Ass1 11898
## Igf2 Igf2 16002
## Birc5 Birc5 11799
## Nt5c3 Nt5c3 107569
## Rpl4 Rpl4 67891
## Rab7b Rab7b 226421
## Slc40a1 Slc40a1 53945
## Slc29a1 Slc29a1 63959
## Rpl3 Rpl3 27367
## Tubb5 Tubb5 22154
## Rpl36a Rpl36a 19982
## Rpl12 Rpl12 269261
## Adrb2 Adrb2 11555
## Slc25a39 Slc25a39 68066
## Tlr7 Tlr7 170743
## Gzma Gzma 14938
## Hoxb8 Hoxb8 15416
## Rpl35 Rpl35 66489
## Rpl11 Rpl11 67025
## Rpl32 Rpl32 19951
## Eef1b2 Eef1b2 55949
## Vopp1 Vopp1 232023
## Gnb2l1 Gnb2l1 <NA>
## Pkm Pkm 18746
## Tmem14c Tmem14c 66154
## Tcp1 Tcp1 21454
## Rpl37 Rpl37 67281
## Plbd1 Plbd1 66857
## Slc43a1 Slc43a1 72401
## Rplp2 Rplp2 67186
## Ptdss2 Ptdss2 27388
## Rps27a Rps27a 78294
## Uqcc2 Uqcc2 67267
## Mki67 Mki67 17345
## Ndufb9 Ndufb9 66218
## Eef1a1 Eef1a1 13627
## Memo1 Memo1 76890
## Gpx4 Gpx4 625249
## Ranbp10 Ranbp10 74334
## Ndufv3 Ndufv3 78330
## Smpdl3b Smpdl3b 100340
## Cks1b Cks1b 54124
## Dnajb2 Dnajb2 56812
## Pnpo Pnpo 103711
## Cd82 Cd82 12521
## Rps6 Rps6 20104
## Cxcr3 Cxcr3 12766
## Rpl28 Rpl28 19943
## Ube2c Ube2c 68612
## Ell2 Ell2 192657
## Mrpl28 Mrpl28 68611
## Fn1 Fn1 14268
## Tuba1b Tuba1b 22143
## Tubb4b Tubb4b 227613
## Ppil1 Ppil1 68816
## Rpl7a Rpl7a 27176
## H2-Eb1 H2-Eb1 14969
## Rps23 Rps23 66475
## Rps5 Rps5 20103
## Adk Adk 11534
## Rpl41 Rpl41 67945
## Cd47 Cd47 16423
## Rpl19 Rpl19 19921
## Irf7 Irf7 54123
## Rpl6 Rpl6 19988
## Uba52 Uba52 22186
## S100a6 S100a6 20200
## Ppox Ppox 19044
## Rpl13 Rpl13 270106
## Sntb1 Sntb1 20649
## Ctsd Ctsd 13033
## Msrb1 Msrb1 27361
## Cdt1 Cdt1 67177
## Mkrn1 Mkrn1 54484
## Rpl24 Rpl24 68193
## Rps15 Rps15 20054
## Tsc22d3 Tsc22d3 14605
## BC117090 BC117090 <NA>
## Rbm38 Rbm38 56190
## Rps17 Rps17 20068
## Eif3i Eif3i 54709
## Itsn1 Itsn1 16443
## Rps8 Rps8 20116
## Eef1g Eef1g 67160
## Rpl23a Rpl23a 268449
## Anp32b Anp32b 67628
## H2-Ab1 H2-Ab1 14961
## Rpl17 Rpl17 319195
## Rad23a Rad23a 19358
## Rpl9 Rpl9 20005
## Pabpc1 Pabpc1 18458
## Pcyt1a Pcyt1a 13026
## Rps21 Rps21 66481
## Cd200 Cd200 17470
## Hspa8 Hspa8 15481
## Pkmyt1 Pkmyt1 268930
## Gtf2f1 Gtf2f1 98053
## Rps13 Rps13 68052
## Rpl34-ps1 Rpl34-ps1 619547
## Rpl8 Rpl8 26961
## Cox6b2 Cox6b2 333182
## Ly6c2 Ly6c2 100041546
## Rpl27a Rpl27a 26451
## Fam213a Fam213a <NA>
## Dek Dek 110052
## Lsm2 Lsm2 27756
## Rpl14-ps1 Rpl14-ps1 100040970
## 2410015M20Rik 2410015M20Rik <NA>
## Rpl27 Rpl27 19942
## Hn1l Hn1l <NA>
## Ifi27l2a Ifi27l2a 76933
## Psmb1 Psmb1 19170
## Rpl7 Rpl7 19989
## Rps26 Rps26 27370
## Rps3 Rps3 27050
## Cox7a2l Cox7a2l 20463
## Rpl35a Rpl35a 57808
## Mrpl18 Mrpl18 67681
## Rpl23 Rpl23 65019
## Psmb8 Psmb8 16913
## Rps4x Rps4x 20102
## Icosl Icosl 50723
## Lgmn Lgmn 19141
## Npm1 Npm1 18148
## Dpy30 Dpy30 66310
## Pfdn6 Pfdn6 14976
## Mcm7 Mcm7 17220
## Csnk2b Csnk2b 13001
## Hint1 Hint1 15254
## 1110001J03Rik 1110001J03Rik <NA>
## Gmnn Gmnn 57441
## Ldha Ldha 16828
## Ccne1 Ccne1 12447
## Rab26os Rab26os 75614
## Rasd1 Rasd1 19416
## Mcm6 Mcm6 17219
## Lsp1 Lsp1 16985
## Nipa1 Nipa1 233280
## Tpi1 Tpi1 21991
## Rpl5 Rpl5 100503670
## Myl12b Myl12b 67938
## Eif2ak1 Eif2ak1 15467
## Rps14 Rps14 20044
## Hip1 Hip1 215114
## Eef1d Eef1d 66656
## Polr1c Polr1c 20016
## Trf Trf 22041
## Tomm6 Tomm6 66119
## Rpl10 Rpl10 110954
## Ndufv2 Ndufv2 72900
## Picalm Picalm 233489
## Sema6d Sema6d 214968
## U2af1 U2af1 108121
## Msrb3 Msrb3 320183
## Vars Vars 22321
## Rpl18a Rpl18a 76808
## Slc7a5 Slc7a5 20539
## Efna1 Efna1 13636
## Rnf10 Rnf10 50849
## Tuba1c Tuba1c 22146
## Rps16 Rps16 20055
## Rps3a1 Rps3a1 20091
## Nap1l1 Nap1l1 53605
## Tuba4a Tuba4a 22145
## Oxct1 Oxct1 67041
## Igf2os Igf2os 111975
## Neat1 Neat1 66961
## Rpl13a Rpl13a 22121
## Zfp36l2 Zfp36l2 12193
## Rps20 Rps20 67427
## Cdc37 Cdc37 12539
## Snora26 Snora26 100313943
## Abcb6 Abcb6 74104
## Khsrp Khsrp 16549
## Ndufb10 Ndufb10 68342
## Elovl5 Elovl5 68801
## Slc25a38 Slc25a38 208638
## Mcm5 Mcm5 17218
## Pxdc1 Pxdc1 66895
## AI662270 AI662270 100043636
## Rpl26 Rpl26 19941
## Metap2 Metap2 56307
## Tceb2 Tceb2 <NA>
## Mrpl2 Mrpl2 27398
## Phb2 Phb2 12034
## Carm1 Carm1 59035
## Cyb5a Cyb5a 109672
## Fzr1 Fzr1 56371
## Rpl29 Rpl29 19944
## Sell Sell 20343
## Isca1 Isca1 69046
## Chaf1a Chaf1a 27221
## Rpl37a Rpl37a 19981
## Eif3g Eif3g 53356
## Mtch1 Mtch1 56462
## Metrn Metrn 70083
## Ncs1 Ncs1 14299
## Myl12a Myl12a 67268
## Slc14a1 Slc14a1 108052
## Lamb2 Lamb2 16779
## Asns Asns 27053
## Chil3 Chil3 12655
## Npm3 Npm3 18150
## Sdc3 Sdc3 20970
## Fen1 Fen1 14156
## Cotl1 Cotl1 72042
## Grb10 Grb10 14783
## Hdgf Hdgf 15191
## Hs3st2 Hs3st2 195646
## Bola3 Bola3 78653
## Ccna2 Ccna2 12428
## Pdzd4 Pdzd4 245469
## Ppp2r4 Ppp2r4 <NA>
## Cyc1 Cyc1 66445
## Abhd4 Abhd4 105501
## Mrps34 Mrps34 79044
## Snrpd2 Snrpd2 107686
## Rnf123 Rnf123 84585
## Uros Uros 22276
## Mab21l2 Mab21l2 23937
## E2f4 E2f4 104394
## Lig1 Lig1 16881
## Golm1 Golm1 105348
## Rabgef1 Rabgef1 56715
## Sorl1 Sorl1 20660
## Aif1 Aif1 11629
## Rhoa Rhoa 11848
## Dnajb4 Dnajb4 67035
## Nme2 Nme2 18103
## Tipin Tipin 66131
## Atp5h Atp5h 71679
## Fbl Fbl 14113
## Cox5a Cox5a 12858
## Rpl31 Rpl31 114641
## Tom1l1 Tom1l1 71943
## Uqcr11 Uqcr11 66594
## Sdhd Sdhd 66925
## Mcm2 Mcm2 17216
## Stub1 Stub1 56424
## Trim59 Trim59 66949
## Oas3 Oas3 246727
## Cd68 Cd68 12514
## Rpl34 Rpl34 68436
## Cd160 Cd160 54215
## Rpl18 Rpl18 19899
## Gapdh Gapdh 14433
## Dnmt1 Dnmt1 13433
## Mns1 Mns1 17427
## Dcps Dcps 69305
## Naca Naca 17938
## Sod1 Sod1 20655
## Rnase11 Rnase11 497113
## Klhdc3 Klhdc3 71765
## Aplp2 Aplp2 11804
## Glo1 Glo1 109801
## H2afz H2afz <NA>
## Slc25a5 Slc25a5 11740
## Ranbp1 Ranbp1 19385
## Apex1 Apex1 11792
## Mrpl12 Mrpl12 56282
## Mthfd1 Mthfd1 108156
## Uqcrc1 Uqcrc1 22273
## Me2 Me2 107029
## Cuta Cuta 67675
## E2f8 E2f8 108961
## Rbm3 Rbm3 19652
## Gins1 Gins1 69270
## Bok Bok 51800
## Cks2 Cks2 66197
## Hmga1 Hmga1 15361
## Cct5 Cct5 12465
## Txnrd2 Txnrd2 26462
## Ifi44 Ifi44 99899
## Tfdp1 Tfdp1 21781
## Rps27l Rps27l 67941
## Ramp1 Ramp1 51801
## Nme3 Nme3 79059
## Mcm3 Mcm3 17215
## Eno1b Eno1b 433182
## Atp5o Atp5o 28080
## Syce2 Syce2 71846
## 5730508B09Rik 5730508B09Rik <NA>
## Cfl1 Cfl1 12631
## Ndufa7 Ndufa7 66416
## Mir6236 Mir6236 102465959
## Abcf1 Abcf1 224742
## Pgp Pgp 67078
## Snrpc Snrpc 20630
## Mydgf Mydgf 28106
## Sppl2b Sppl2b 73218
## Fos Fos 14281
## Gm10052 Gm10052 654467
## Wdr61 Wdr61 66317
## Nme1 Nme1 18102
## Atp2b4 Atp2b4 381290
## Rpl15 Rpl15 66480
## Pcna Pcna 18538
## Ly86 Ly86 17084
## Azin1 Azin1 54375
## Polr2f Polr2f 69833
## Txn2 Txn2 56551
## Rnaseh2c Rnaseh2c 68209
## Rps24 Rps24 20088
## Slbp Slbp 20492
## Sqle Sqle 20775
## Rab31 Rab31 106572
## Xpo7 Xpo7 65246
## Rps15a Rps15a 267019
## Ckap4 Ckap4 216197
## Rnps1 Rnps1 19826
## Rpl21 Rpl21 19933
## Tmsb4x Tmsb4x 19241
## Pabpc4 Pabpc4 230721
## D17Wsu92e D17Wsu92e <NA>
## Smyd2 Smyd2 226830
## Pttg1 Pttg1 30939
## C1qbp C1qbp 12261
## Cdca8 Cdca8 52276
## Arf5 Arf5 11844
## Efna5 Efna5 13640
## Brpf3 Brpf3 268936
## Snhg3 Snhg3 399101
## Cpeb4 Cpeb4 67579
## Ran Ran 19384
## Tspan8 Tspan8 216350
## Ubp1 Ubp1 22221
## Flt1 Flt1 14254
## Fau Fau 14109
## Fam220a Fam220a 67238
## Vim Vim 22352
## Atp1a1 Atp1a1 11928
## Cdca7 Cdca7 66953
## Abcg2 Abcg2 26357
## Prim1 Prim1 19075
## Ankrd37 Ankrd37 654824
## Plek Plek 56193
## Rrm2 Rrm2 20135
## Mxd1 Mxd1 17119
## Nusap1 Nusap1 108907
## Slc3a2 Slc3a2 17254
## H2afx H2afx <NA>
## Mrps18a Mrps18a 68565
## Eif5a Eif5a 276770
## Abhd14a Abhd14a 68644
## Mir20a Mir20a 387139
## Ppib Ppib 19035
## Ppp2r1a Ppp2r1a 51792
## Mif Mif 17319
## Retnlg Retnlg 245195
## Cdv3 Cdv3 321022
## Gtf2h5 Gtf2h5 66467
## Adam10 Adam10 11487
## 0610011F06Rik 0610011F06Rik <NA>
## Cwc15 Cwc15 66070
## Bola2 Bola2 66162
## Aurkb Aurkb 20877
## Cuedc1 Cuedc1 103841
## Snrpd3 Snrpd3 67332
## Ctnnb1 Ctnnb1 12387
## Nhp2 Nhp2 52530
## Mcm4 Mcm4 17217
## Nkg7 Nkg7 72310
## Stt3b Stt3b 68292
## Ccnf Ccnf 12449
## Idh3a Idh3a 67834
## Isyna1 Isyna1 71780
## Paics Paics 67054
## Lpin2 Lpin2 64898
## Qars Qars 97541
## H19 H19 14955
## Nt5dc2 Nt5dc2 70021
## Timm8b Timm8b 30057
## Tmem242 Tmem242 70544
## Ftl1 Ftl1 14325
## Cdk1 Cdk1 12534
## Rps19 Rps19 20085
## Rpl30 Rpl30 19946
## Psmb9 Psmb9 16912
## Nkain1 Nkain1 67149
## Fdps Fdps 110196
## Ccnb2 Ccnb2 12442
## Uqcrq Uqcrq 22272
## Hmgb3 Hmgb3 15354
## Dut Dut 110074
## Anln Anln 68743
## Rpp21 Rpp21 67676
## Minpp1 Minpp1 17330
## Rpa2 Rpa2 19891
## Snora21 Snora21 100302498
## Cox5b Cox5b 12859
## Psme3 Psme3 19192
## Ppia Ppia 268373
## Bag1 Bag1 12017
## Nelfe Nelfe 27632
## Ncl Ncl 17975
## Scarb1 Scarb1 20778
## Hmgn1 Hmgn1 15312
## P4hb P4hb 18453
## Uqcrfs1 Uqcrfs1 66694
## Fn3krp Fn3krp 238024
## Atp5g2 Atp5g2 67942
## Fbxo30 Fbxo30 71865
## Gnptg Gnptg 214505
## Msh6 Msh6 17688
## Kifc1 Kifc1 100502766
## Alox5ap Alox5ap 11690
## Myh10 Myh10 77579
## Ifitm2 Ifitm2 80876
## Cox7a2 Cox7a2 12866
## Clpp Clpp 53895
## Egfl7 Egfl7 353156
## Atp5g3 Atp5g3 228033
## Tbl3 Tbl3 213773
## Cdca3 Cdca3 14793
## Rrm1 Rrm1 20133
## Cox4i1 Cox4i1 12857
## Mir8112 Mir8112 102465900
## Exosc7 Exosc7 66446
## Suox Suox 211389
## Atp6v0e Atp6v0e 11974
## 2810428I15Rik 2810428I15Rik <NA>
## Mpp6 Mpp6 <NA>
## Hs3st3b1 Hs3st3b1 54710
## Carhsp1 Carhsp1 52502
## Nudt9 Nudt9 74167
## Ddx39b Ddx39b 53817
## Cox7c Cox7c 12867
## Rnf5 Rnf5 54197
## Rfc4 Rfc4 106344
## Rhoq Rhoq 104215
## Psma4 Psma4 26441
## Plcl2 Plcl2 224860
## Tcf19 Tcf19 106795
## Slc43a3 Slc43a3 58207
## Nme4 Nme4 56520
## Lyar Lyar 17089
## Dctpp1 Dctpp1 66422
## Map2k3 Map2k3 26397
## Cenpa Cenpa 12615
## Ttc7 Ttc7 225049
## Rps7 Rps7 20115
## Lhfpl1 Lhfpl1 237091
## Ctss Ctss 13040
## 1190002F15Rik 1190002F15Rik <NA>
## Uaca Uaca 72565
## Calm2 Calm2 12314
## Nedd4 Nedd4 17999
## Fads2 Fads2 56473
## Traf7 Traf7 224619
## Fcgr2b Fcgr2b 14130
## Shmt2 Shmt2 108037
## Apeh Apeh 235606
## Snora31 Snora31 100303751
## Snx3 Snx3 54198
## Naa10 Naa10 56292
## Taf1d Taf1d 75316
## Prc1 Prc1 233406
## Rab6b Rab6b 270192
## Tpcn1 Tpcn1 252972
## Atp6v0a1 Atp6v0a1 11975
## Pole3 Pole3 59001
## Dusp1 Dusp1 19252
## Snora7a Snora7a 100217451
## 2810417H13Rik 2810417H13Rik <NA>
## Tacc3 Tacc3 21335
## Rpa1 Rpa1 68275
## Cmas Cmas 12764
## Ndufv1 Ndufv1 17995
## Ipo7 Ipo7 233726
## Incenp Incenp 16319
## Spag5 Spag5 54141
## Fam214b Fam214b 230088
## 2500002B13Rik 2500002B13Rik 78353
## Stmn1 Stmn1 16765
## Abhd16a Abhd16a 193742
## Ssr4 Ssr4 20832
## Aurka Aurka 20878
## Fbxo7 Fbxo7 69754
## Sgol1 Sgol1 <NA>
## Cdc6 Cdc6 23834
## Cenph Cenph 26886
## Dnase2a Dnase2a 13423
## Orc6 Orc6 56452
## Tnfrsf14 Tnfrsf14 230979
## Lamp1 Lamp1 16783
## B4galnt1 B4galnt1 14421
## Kif22 Kif22 110033
## Mir8094 Mir8094 102465886
## 4933432K03Rik 4933432K03Rik 75793
## Rpl7l1 Rpl7l1 66229
## Usp32 Usp32 237898
## G6pdx G6pdx 14381
## Eif4a1 Eif4a1 13681
## Wdhd1 Wdhd1 218973
## Stx2 Stx2 13852
## Stradb Stradb 227154
## Slc44a1 Slc44a1 100434
## Oaz1-ps Oaz1-ps 100041965
## Fignl1 Fignl1 60530
## Rnf7 Rnf7 19823
## Snhg5 Snhg5 72655
## Cfdp1 Cfdp1 23837
## Mpst Mpst 246221
## Wdr43 Wdr43 72515
## Endod1 Endod1 71946
## Bnip3l Bnip3l 12177
## Etfa Etfa 110842
## Ube2s Ube2s 77891
## Banf1 Banf1 23825
## Fads1 Fads1 76267
## Ccnb1 Ccnb1 268697
## Cdc5l Cdc5l 71702
## Nudt4 Nudt4 71207
## Lonp1 Lonp1 74142
## Rad51ap1 Rad51ap1 19362
## Acat2 Acat2 110460
## Mrpl3 Mrpl3 94062
## Tmem119 Tmem119 231633
## Hspe1 Hspe1 15528
## D1Ertd622e D1Ertd622e <NA>
## Spc24 Spc24 67629
## Bsdc1 Bsdc1 100383
## Parvb Parvb 170736
## Wdr46 Wdr46 57315
## 2310061I04Rik 2310061I04Rik 69662
## Rfc5 Rfc5 72151
## Cdk4 Cdk4 12567
## Gm6793 Gm6793 627828
## Fbxo9 Fbxo9 71538
## Fam173a Fam173a <NA>
## Dhx16 Dhx16 69192
## Mrpl53 Mrpl53 68499
## Aldoa Aldoa 11674
## Dstn Dstn 56431
## Cox6a1 Cox6a1 12861
## Sh3gl1 Sh3gl1 20405
## Ssrp1 Ssrp1 20833
## Atp5g1 Atp5g1 11951
## Hnrnpm Hnrnpm 76936
## Msh2 Msh2 17685
## Chek2 Chek2 50883
## Stra13 Stra13 <NA>
## Topbp1 Topbp1 235559
## Rpl22 Rpl22 19934
## Mdh2 Mdh2 17448
## Smap1 Smap1 98366
## Slc48a1 Slc48a1 67739
## Plp2 Plp2 18824
## Gclc Gclc 14629
## Tpm1 Tpm1 22003
## Galnt14 Galnt14 71685
## Cd24a Cd24a 12484
## Ldlr Ldlr 16835
## Pola2 Pola2 18969
## Rps11 Rps11 27207
## Brd7 Brd7 26992
## Ddah2 Ddah2 51793
## Ankle1 Ankle1 234396
## Plxnb2 Plxnb2 140570
## Nasp Nasp 50927
## Epn1 Epn1 13854
## Ezr Ezr 22350
## Cul4a Cul4a 99375
## Ndufb8 Ndufb8 67264
## Uqcr10 Uqcr10 66152
## Hirip3 Hirip3 233876
## S100a1 S100a1 20193
## Tmem91 Tmem91 320208
## Phpt1 Phpt1 75454
## Eif5 Eif5 217869
## Siva1 Siva1 30954
## Sep15 Sep15 <NA>
## Ifnar2 Ifnar2 15976
## Myo1e Myo1e 71602
## Vapa Vapa 30960
## Haghl Haghl 68977
## Mtfr1 Mtfr1 67472
## Ccdc23 Ccdc23 <NA>
## Gins2 Gins2 272551
## Nsmce4a Nsmce4a 67872
## Pabpn1 Pabpn1 54196
## Agpat4 Agpat4 68262
## Plk1 Plk1 18817
## Kif23 Kif23 71819
## Timeless Timeless 21853
## Mthfd1l Mthfd1l 270685
## Kcnn4 Kcnn4 16534
## Klf2 Klf2 16598
## Mrpl13 Mrpl13 68537
## Mrpl4 Mrpl4 66163
## Cdc45 Cdc45 12544
## Hvcn1 Hvcn1 74096
## Eif3h Eif3h 68135
## Map2k1 Map2k1 26395
## Ncapd2 Ncapd2 68298
## Pfn1 Pfn1 18643
## Nbn Nbn 27354
## Necap2 Necap2 66147
## Mrpl52 Mrpl52 68836
## Fbxo22 Fbxo22 71999
## Nrm Nrm 106582
## Ehbp1l1 Ehbp1l1 114601
## 2410006H16Rik 2410006H16Rik 69221
## Dok4 Dok4 114255
## Gucd1 Gucd1 68778
## Nadk2 Nadk2 68646
## 1700037H04Rik 1700037H04Rik 67326
## Hdgfrp2 Hdgfrp2 <NA>
## Map4k5 Map4k5 399510
## Psma1 Psma1 26440
## Taldo1 Taldo1 21351
## Crim1 Crim1 50766
## Snora52 Snora52 100217419
## C1qtnf6 C1qtnf6 72709
## Tgfbr2 Tgfbr2 21813
## Sec61g Sec61g 20335
## Spred1 Spred1 114715
## Hexb Hexb 15212
## Rps9 Rps9 76846
## Nsg2 Nsg2 18197
## Ppp2r5d Ppp2r5d 21770
## Dnajc9 Dnajc9 108671
## Agfg2 Agfg2 231801
## Chek1 Chek1 12649
## Amotl2 Amotl2 56332
## Ctsz Ctsz 64138
## Nrarp Nrarp 67122
## Tbx19 Tbx19 83993
## Ppa1 Ppa1 67895
## Etv4 Etv4 18612
## Mthfd2 Mthfd2 17768
## Mrpl14 Mrpl14 68463
## Vat1 Vat1 26949
## Pdcd2 Pdcd2 18567
## Osgep Osgep 66246
## H2-DMa H2-DMa 14998
## Cox6b1 Cox6b1 110323
## E2f1 E2f1 13555
## Spry1 Spry1 24063
## Serpinb6a Serpinb6a 20719
## Dpy19l1 Dpy19l1 244745
## Tmpo Tmpo 21917
## Comt Comt 12846
## Cyb5r3 Cyb5r3 109754
## Ipo5 Ipo5 70572
## Nup85 Nup85 445007
## Ddx39 Ddx39 <NA>
## Morf4l1 Morf4l1 21761
## Rbbp7 Rbbp7 245688
## Mrpl42 Mrpl42 67270
## Krtcap3 Krtcap3 69815
## Kpna2 Kpna2 16647
## Rhob Rhob 11852
## Deb1 Deb1 <NA>
## Gps2 Gps2 56310
## Pcbp2 Pcbp2 18521
## Rpl39 Rpl39 67248
## Tnni2 Tnni2 21953
## Cript Cript 56724
## Mrps22 Mrps22 64655
## Anapc15 Anapc15 75430
## Atp5k Atp5k 11958
## Mpc1 Mpc1 55951
## Tkt Tkt 21881
## Prelid1 Prelid1 66494
## Ppm1g Ppm1g 14208
## Hells Hells 15201
## Gpaa1 Gpaa1 14731
## Cdyl Cdyl 12593
## Mafg Mafg 17134
## Prkag1 Prkag1 19082
## Hmgb2 Hmgb2 97165
## Uhrf1 Uhrf1 18140
## Ung Ung 22256
## Rpl37rt Rpl37rt 100502825
## Rnaseh2b Rnaseh2b 67153
## Smc2 Smc2 14211
## Fkbp2 Fkbp2 14227
## H2-Ke6 H2-Ke6 14979
## Fam162a Fam162a 70186
## Pnp Pnp 18950
## Cst3 Cst3 13010
## Nubp2 Nubp2 26426
## Kif15 Kif15 209737
## Irgm2 Irgm2 54396
## Bzw2 Bzw2 66912
## Dtl Dtl 76843
## Clic1 Clic1 114584
## Prkab1 Prkab1 19079
## Cbx5 Cbx5 12419
## Commd4 Commd4 66199
## Pmm1 Pmm1 29858
## Emid1 Emid1 140703
## Grn Grn 14824
## Smc6 Smc6 67241
## Htra2 Htra2 64704
## Snrnp25 Snrnp25 78372
## Cenpq Cenpq 83815
## Slc30a9 Slc30a9 109108
## Mlf2 Mlf2 30853
## Zfp598 Zfp598 213753
## Cd2ap Cd2ap 12488
## Snrnp70 Snrnp70 20637
## Rangap1 Rangap1 19387
## Add1 Add1 11518
## Gm6644 Gm6644 626009
## Cct8 Cct8 12469
## Pdap1 Pdap1 231887
## Hars Hars 15115
## Hacd1 Hacd1 30963
## Bag6 Bag6 224727
## Hat1 Hat1 107435
## Zwilch Zwilch 68014
## Smdt1 Smdt1 69029
## Cox8a Cox8a 12868
## Gm15772 Gm15772 100034726
## Ctse Ctse 13034
## Pop5 Pop5 117109
## Pgd Pgd 110208
## St3gal4 St3gal4 20443
## Traip Traip 22036
## Rsu1 Rsu1 20163
## Arcn1 Arcn1 213827
## Ncapd3 Ncapd3 78658
## Pea15a Pea15a 18611
## Ttk Ttk 22137
## 1810058I24Rik 1810058I24Rik 67705
## Snrpd1 Snrpd1 20641
## Qk Qk 19317
## Gtpbp2 Gtpbp2 56055
## Sypl Sypl 19027
## Larp1b Larp1b 214048
## Itgb7 Itgb7 16421
## Nhp2l1 Nhp2l1 <NA>
## Calr4 Calr4 108802
## Zfp414 Zfp414 328801
## Samhd1 Samhd1 56045
## Gpsm2 Gpsm2 76123
## Psat1 Psat1 107272
## Taf11 Taf11 68776
## Eif3l Eif3l 223691
## Rcc1 Rcc1 100088
## Mrps18b Mrps18b 66973
## Cd2 Cd2 12481
## Fkbp5 Fkbp5 14229
## Mad2l1 Mad2l1 56150
## Fam96a Fam96a <NA>
## Sod2 Sod2 20656
## Atp5d Atp5d 66043
## Scrn3 Scrn3 74616
## Kif11 Kif11 16551
## Nfs1 Nfs1 18041
## Tspo Tspo 12257
## Pfkm Pfkm 18642
## Mcm10 Mcm10 70024
## Snrpb Snrpb 20638
## Romo1 Romo1 67067
## Kctd20 Kctd20 66989
## Gnai2 Gnai2 14678
## Mif4gd Mif4gd 69674
## Rpn2 Rpn2 20014
## Smc4 Smc4 70099
## Ppt2 Ppt2 54397
## Fance Fance 72775
## Sirpa Sirpa 19261
## Exosc8 Exosc8 69639
## Arap2 Arap2 212285
## Lsm7 Lsm7 66094
## Top2a Top2a 21973
## Blm Blm 12144
## Smarcc1 Smarcc1 20588
## Chtf18 Chtf18 214901
## Hspa9 Hspa9 15526
## Mogs Mogs 57377
## Arpp19 Arpp19 59046
## Srm Srm 20810
## Rab1 Rab1 <NA>
## Ncaph2 Ncaph2 52683
## Atg4d Atg4d 235040
## Cdca5 Cdca5 67849
## Oip5 Oip5 70645
## Snrnp40 Snrnp40 66585
## Nudt19 Nudt19 110959
## Fam126a Fam126a 84652
## Cdc25c Cdc25c 12532
## Ccdc34 Ccdc34 68201
## Srpk1 Srpk1 20815
## Cdc25a Cdc25a 12530
## Myl6 Myl6 17904
## Nptn Nptn 20320
## Pdlim1 Pdlim1 54132
## Kif4 Kif4 16571
## Ptms Ptms 69202
## Ncoa7 Ncoa7 211329
## Espl1 Espl1 105988
## Mea1 Mea1 17256
## Spr Spr 20751
## Thyn1 Thyn1 77862
## Dtymk Dtymk 21915
## Ncapg Ncapg 54392
## Nfya Nfya 18044
## Bub1b Bub1b 12236
## 1500012F01Rik 1500012F01Rik <NA>
## Ap2a2 Ap2a2 11772
## Mrpl30 Mrpl30 107734
## Sept7 Sept7 <NA>
## Eif1b Eif1b 68969
## Ywhae Ywhae 22627
## Cdh17 Cdh17 12557
## Zcrb1 Zcrb1 67197
## Bak1 Bak1 12018
## Tfdp2 Tfdp2 211586
## Hmgn5 Hmgn5 50887
## Arl6ip4 Arl6ip4 65105
## Cep76 Cep76 225659
## Arl4a Arl4a 11861
## Cdc20 Cdc20 107995
## Fdx1l Fdx1l <NA>
## Thoc6 Thoc6 386612
## Prim2 Prim2 19076
## Kif20a Kif20a 19348
## Mpzl1 Mpzl1 68481
## Yipf4 Yipf4 67864
## Myo5a Myo5a 17918
## Tmem173 Tmem173 <NA>
## Ybx1 Ybx1 22608
## Vrk2 Vrk2 69922
## Tifab Tifab 212937
## Eef2 Eef2 13629
## Kif18b Kif18b 70218
## Pqlc1 Pqlc1 <NA>
## Haus4 Haus4 219072
## Ccne2 Ccne2 12448
## Tmx1 Tmx1 72736
## Irf8 Irf8 15900
## Nup37 Nup37 69736
## Hmmr Hmmr 15366
## Rrp9 Rrp9 27966
## St3gal6 St3gal6 54613
## Acy1 Acy1 109652
## Srsf2 Srsf2 20382
## Nuf2 Nuf2 66977
## Axl Axl 26362
## Gart Gart 14450
## Plxnb1 Plxnb1 235611
## Poc1a Poc1a 70235
## Pa2g4 Pa2g4 18813
## Pacsin1 Pacsin1 23969
## Cct3 Cct3 12462
## Spsb3 Spsb3 79043
## Nop58 Nop58 55989
## Mtx2 Mtx2 53375
## Kctd12 Kctd12 239217
## Hist1h4i Hist1h4i <NA>
## Dlgap5 Dlgap5 218977
## Tpx2 Tpx2 72119
## Nek2 Nek2 18005
## Ndufaf2 Ndufaf2 75597
## Gadd45a Gadd45a 13197
## Kifc5b Kifc5b 16580
## Tecr Tecr 106529
## Dag1 Dag1 13138
## Slamf9 Slamf9 98365
## Hmgb1 Hmgb1 15289
## Srsf7 Srsf7 225027
## Phf5a Phf5a 68479
## Stoml2 Stoml2 66592
## Luc7l3 Luc7l3 67684
## Acaa2 Acaa2 52538
## Bnip1 Bnip1 224630
## P2ry13 P2ry13 74191
## Donson Donson 60364
## Wdr4 Wdr4 57773
## Cox7b Cox7b 66142
## Atp5c1 Atp5c1 11949
## Eif3d Eif3d 55944
## Degs1 Degs1 13244
## Ttc27 Ttc27 74196
## Rnf8 Rnf8 58230
## Ppih Ppih 66101
## Ergic1 Ergic1 67458
## Zfp385a Zfp385a 29813
## Vamp3 Vamp3 22319
## Adipor1 Adipor1 72674
## Erh Erh 13877
## Commd1 Commd1 17846
## Pcbp4 Pcbp4 59092
## Gpi1 Gpi1 14751
## Vegfc Vegfc 22341
## Mad2l1bp Mad2l1bp 66591
## Mknk2 Mknk2 17347
## Eif4b Eif4b 75705
## Dlst Dlst 78920
## Ppm1b Ppm1b 19043
## Tmed3 Tmed3 66111
## Ppp2r5b Ppp2r5b 225849
## Sh3glb1 Sh3glb1 54673
## Cd302 Cd302 66205
## Gnl3 Gnl3 30877
## Dhrs4 Dhrs4 28200
## Gtf2a2 Gtf2a2 235459
## Slc39a7 Slc39a7 14977
## Clspn Clspn 269582
## Ghitm Ghitm 66092
## Eno3 Eno3 13808
## Zfp367 Zfp367 238673
## Slc25a3 Slc25a3 18674
## Pole2 Pole2 18974
## D030056L22Rik D030056L22Rik 225995
## Tmem55b Tmem55b <NA>
## Ost4 Ost4 67695
## Ncapg2 Ncapg2 76044
## Srprb Srprb 20818
## Kif18a Kif18a 228421
## Cenpk Cenpk 60411
## Sptssa Sptssa 104725
## Park7 Park7 57320
## Chchd3 Chchd3 66075
## Arhgap11a Arhgap11a 228482
## Vamp5 Vamp5 53620
## Krtcap2 Krtcap2 66059
## Ckap2l Ckap2l 70466
## Gtf2h4 Gtf2h4 14885
## Naga Naga 17939
## Cebpz Cebpz 12607
## Clcn3 Clcn3 12725
## Psmg1 Psmg1 56088
## Qtrt1 Qtrt1 60507
## Atad2 Atad2 70472
## Depdc1b Depdc1b 218581
## Rfc2 Rfc2 19718
## Ssbp4 Ssbp4 76900
## Kif2c Kif2c 73804
## Slc20a1 Slc20a1 20515
## Tmem86b Tmem86b 68255
## Ehd4 Ehd4 98878
## Klhdc2 Klhdc2 69554
## Asf1b Asf1b 66929
## Gm12191 Gm12191 666899
## Ccdc94 Ccdc94 <NA>
## Snx9 Snx9 66616
## Exoc6 Exoc6 107371
## Actg1 Actg1 11465
## Dbr1 Dbr1 83703
## Hmgcs1 Hmgcs1 208715
## Rxrb Rxrb 20182
## Ppp1r14b Ppp1r14b 18938
## Gm10094 Gm10094 <NA>
## Atp5j2 Atp5j2 57423
## Snhg1 Snhg1 83673
## Nfkbil1 Nfkbil1 18038
## Snrpg Snrpg 68011
## Nmnat3 Nmnat3 74080
## Morf4l2 Morf4l2 56397
## Brd4 Brd4 57261
## Gars Gars 353172
## Slc2a3 Slc2a3 20527
## Blvra Blvra 109778
## Ect2 Ect2 13605
## Cenpp Cenpp 66336
## Gnl1 Gnl1 14670
## Dnph1 Dnph1 381101
## Igtp Igtp 16145
## Supt3 Supt3 109115
## Gabarapl2 Gabarapl2 93739
## Sat1 Sat1 20229
## Anks1 Anks1 224650
## Gemin6 Gemin6 67242
## Prdx6 Prdx6 11758
## Bckdhb Bckdhb 12040
## A430005L14Rik A430005L14Rik 97159
## Pithd1 Pithd1 66193
## Nsmce1 Nsmce1 67711
## Rnaseh2a Rnaseh2a 69724
## Josd2 Josd2 66124
## Dkc1 Dkc1 245474
## AI413582 AI413582 106672
## Acat1 Acat1 110446
## Aup1 Aup1 11993
## Pianp Pianp 319352
## Mgat4b Mgat4b 103534
## Prmt1 Prmt1 15469
## Snhg8 Snhg8 69895
## Cdc42ep4 Cdc42ep4 56699
## Hmg20b Hmg20b 15353
## Naa20 Naa20 67877
## Bag2 Bag2 213539
## Skiv2l Skiv2l 108077
## Hspd1 Hspd1 15510
## Dcaf6 Dcaf6 74106
## Vegfb Vegfb 22340
## Suv39h1 Suv39h1 20937
## Prdx1 Prdx1 18477
## Chchd1 Chchd1 66121
## Neil3 Neil3 234258
## Lsm3 Lsm3 67678
## Iah1 Iah1 67732
## Ddx1 Ddx1 104721
## Narf Narf 67608
## Samd1 Samd1 666704
## Eif2ak2 Eif2ak2 19106
## Scpep1 Scpep1 74617
## Syncrip Syncrip 56403
## Acot13 Acot13 66834
## Snx5 Snx5 69178
## Ube2t Ube2t 67196
## Spata24 Spata24 71242
## Vmp1 Vmp1 75909
## Ckap2 Ckap2 80986
## 1700097N02Rik 1700097N02Rik 67522
## Klhl12 Klhl12 240756
## Ndc80 Ndc80 67052
## Luc7l Luc7l 66978
## Slc16a6 Slc16a6 104681
## Cmah Cmah 12763
## Lrig3 Lrig3 320398
## Btla Btla 208154
## Steap3 Steap3 68428
## Cnn3 Cnn3 71994
## Fgfr1op Fgfr1op <NA>
## Eny2 Eny2 223527
## Psme1 Psme1 19186
## Vdac1 Vdac1 22333
## Rpn1 Rpn1 103963
## Csk Csk 12988
## Tmem97 Tmem97 69071
## Cenpm Cenpm 66570
## Map4 Map4 17758
## Psip1 Psip1 101739
## Fam210b Fam210b 67017
## Bysl Bysl 53414
## Abhd15 Abhd15 67477
## Usp1 Usp1 230484
## Anapc5 Anapc5 59008
## Kars Kars 85305
## Bcas2 Bcas2 68183
## Txnl1 Txnl1 53382
## Hcfc1r1 Hcfc1r1 353502
## Dnase1l1 Dnase1l1 69537
## Mxd3 Mxd3 17121
## Pebp1 Pebp1 23980
## Sgk1 Sgk1 20393
## Rnf145 Rnf145 74315
## Tomm5 Tomm5 68512
## Dbf4 Dbf4 27214
## Plk4 Plk4 20873
## Dad1 Dad1 13135
## Ncaph Ncaph 215387
## Psmd14 Psmd14 59029
## H2-T23 H2-T23 15040
## Lsm4 Lsm4 50783
## Racgap1 Racgap1 26934
## H2-DMb2 H2-DMb2 15000
## Ydjc Ydjc 69101
## Dyrk3 Dyrk3 226419
## Ddost Ddost 13200
## Idh3g Idh3g 15929
## Azi2 Azi2 27215
## Diap3 Diap3 <NA>
## Srp19 Srp19 66384
## Clcn5 Clcn5 12728
## Spc25 Spc25 66442
## Slfn3 Slfn3 20557
## Tbrg1 Tbrg1 21376
## Plcb3 Plcb3 18797
## Oaz1 Oaz1 18245
## Pml Pml 18854
## Cct7 Cct7 12468
## Ckb Ckb 12709
## Ptk2 Ptk2 14083
## Lims1 Lims1 110829
## Lpcat3 Lpcat3 14792
## Psmd1 Psmd1 70247
## Hnrnpc Hnrnpc 15381
## Cct6a Cct6a 12466
## Limd1 Limd1 29806
## Mt1 Mt1 17748
## Usp18 Usp18 24110
## Psma7 Psma7 26444
## Gch1 Gch1 14528
## Aarsd1 Aarsd1 69684
## Hspa14 Hspa14 50497
## 2700099C18Rik 2700099C18Rik 77022
## Galnt10 Galnt10 171212
## Hsp90aa1 Hsp90aa1 15519
## Mrps23 Mrps23 64656
## Rsl1d1 Rsl1d1 66409
## Copz1 Copz1 56447
## Zw10 Zw10 26951
## Hmgn2 Hmgn2 15331
## Aaas Aaas 223921
## Ccrn4l Ccrn4l <NA>
## Dpagt1 Dpagt1 13478
## Tma7 Tma7 66167
## Nudt1 Nudt1 17766
## Ndufb6 Ndufb6 230075
## Pfdn1 Pfdn1 67199
## Bmp2k Bmp2k 140780
## Ski Ski 20481
## Hrsp12 Hrsp12 <NA>
## Tpm3 Tpm3 59069
## Rnf26 Rnf26 213211
## Tamm41 Tamm41 68971
## Tyms Tyms 22171
## Samm50 Samm50 68653
## Mmp14 Mmp14 17387
## Ube2q2 Ube2q2 109161
## Ctnnbip1 Ctnnbip1 67087
## D17H6S56E-5 D17H6S56E-5 110956
## Cenpn Cenpn 72155
## Cd320 Cd320 54219
## Ddc Ddc 13195
## Acyp2 Acyp2 75572
## Nenf Nenf 66208
## Snx15 Snx15 69024
## Ssbp3 Ssbp3 72475
## Eif1ax Eif1ax 66235
## Dalrd3 Dalrd3 67789
## Mtmr14 Mtmr14 97287
## Ranbp3 Ranbp3 71810
## Tspan3 Tspan3 56434
## 4931406C07Rik 4931406C07Rik 70984
## Tsr3 Tsr3 68327
## Mrpl27 Mrpl27 94064
## Tap2 Tap2 21355
## Rpl38 Rpl38 67671
## Usp4 Usp4 22258
## Sec14l1 Sec14l1 74136
## Nsun2 Nsun2 28114
## Txn1 Txn1 22166
## Rsrp1 Rsrp1 27981
## Suds3 Suds3 71954
## Pon2 Pon2 330260
## Cct4 Cct4 12464
## Rab24 Rab24 19336
## Cdc123 Cdc123 98828
## Stk38 Stk38 106504
## Spi1 Spi1 20375
## Pold2 Pold2 18972
## Peak1 Peak1 244895
## Piezo1 Piezo1 234839
## Haus8 Haus8 76478
## Tcf12 Tcf12 21406
## Lmnb1 Lmnb1 16906
## 2310039H08Rik 2310039H08Rik 67101
## Fbxo5 Fbxo5 67141
## Satb1 Satb1 20230
## Leo1 Leo1 235497
## Safb Safb 224903
## Frmd4a Frmd4a 209630
## Gmds Gmds 218138
## Pi4k2b Pi4k2b 67073
## Phb Phb 18673
## Xpo5 Xpo5 72322
## Rfwd3 Rfwd3 234736
## Gsr Gsr 14782
## Ywhah Ywhah 22629
## Cnn2 Cnn2 12798
## Rfc3 Rfc3 69263
## Tonsl Tonsl 72749
## Gar1 Gar1 68147
## Pla2g16 Pla2g16 <NA>
## Akap8 Akap8 56399
## Fam111a Fam111a 107373
## Alg14 Alg14 66789
## Imp3 Imp3 102462
## Lats2 Lats2 50523
## Mrpl20 Mrpl20 66448
## Gm4737 Gm4737 <NA>
## Actl6a Actl6a 56456
## Clstn1 Clstn1 65945
## Rev1 Rev1 56210
## Mybl2 Mybl2 17865
## Kpnb1 Kpnb1 16211
## Dynll1 Dynll1 56455
## Cep57 Cep57 74360
## Nde1 Nde1 67203
## Xk Xk 22439
## Cdk16 Cdk16 18555
## Ngfrap1 Ngfrap1 <NA>
## Ube2i Ube2i 22196
## Rffl Rffl 67338
## Pspc1 Pspc1 66645
## Brd2 Brd2 14312
## Sik1 Sik1 17691
## Mre11a Mre11a 17535
## Lta Lta 16992
## Cmtr1 Cmtr1 74157
## Rsl24d1 Rsl24d1 225215
## Ppp1cc Ppp1cc 19047
## Uba2 Uba2 50995
## Spdl1 Spdl1 70385
## Lrpprc Lrpprc 72416
## Lrwd1 Lrwd1 71735
## B230217O12Rik B230217O12Rik 320879
## Soga1 Soga1 320706
## Mapk14 Mapk14 26416
## Xpnpep1 Xpnpep1 170750
## Psmc5 Psmc5 19184
## Sdf2l1 Sdf2l1 64136
## Runx3 Runx3 12399
## Mlst8 Mlst8 56716
## Nmt1 Nmt1 18107
## Ndufa10 Ndufa10 67273
## Pitrm1 Pitrm1 69617
## Mrm1 Mrm1 217038
## Hexim1 Hexim1 192231
## Pmvk Pmvk 68603
## Umps Umps 22247
## Snhg20 Snhg20 76972
## Ppp1r18 Ppp1r18 76448
## Nans Nans 94181
## Rbm7 Rbm7 67010
## Psmb2 Psmb2 26445
## Stk19 Stk19 54402
## Bcat2 Bcat2 12036
## Tpt1 Tpt1 22070
## Eif3b Eif3b 27979
## Kctd5 Kctd5 69259
## Flna Flna 192176
## Prkd3 Prkd3 75292
## Snrpa1 Snrpa1 68981
## 2300009A05Rik 2300009A05Rik 69478
## Tomm7 Tomm7 66169
## Matk Matk 17179
## Ibtk Ibtk 108837
## Aven Aven 74268
## Timm50 Timm50 66525
## Fam98a Fam98a 72722
## Ccdc12 Ccdc12 72654
## Znhit3 Znhit3 448850
## Lrrc42 Lrrc42 77809
## Trim28 Trim28 21849
## Btf3 Btf3 218490
## C330006A16Rik C330006A16Rik <NA>
## Higd2a Higd2a 67044
## Srrm2 Srrm2 75956
## Ska3 Ska3 219114
## Bst2 Bst2 69550
## Ppp2r1b Ppp2r1b 73699
## Cmtm3 Cmtm3 68119
## Leprot Leprot 230514
## Snx1 Snx1 56440
## Gsto1 Gsto1 14873
## Nucks1 Nucks1 98415
## Mrpl22 Mrpl22 216767
## Pfn2 Pfn2 18645
## Creld2 Creld2 76737
## Pfkl Pfkl 18641
## Eno1 Eno1 13806
## Anapc16 Anapc16 52717
## Hacd2 Hacd2 70757
## Ppan Ppan 235036
## Nlrx1 Nlrx1 270151
## Shmt1 Shmt1 20425
## Cenpt Cenpt 320394
## Pcbd2 Pcbd2 72562
## Cox17 Cox17 12856
## Ddx10 Ddx10 77591
## Chchd2 Chchd2 14004
## Mpnd Mpnd 68047
## Smco4 Smco4 170748
## Ift140 Ift140 106633
## Fmnl3 Fmnl3 22379
## Hspbp1 Hspbp1 66245
## Foxm1 Foxm1 14235
## Cenpe Cenpe 229841
## Cdca7l Cdca7l 217946
## Hscb Hscb 100900
## Guk1 Guk1 14923
## Khk Khk 16548
## Eif2b4 Eif2b4 13667
## Orc2 Orc2 18393
## Rhot2 Rhot2 214952
## Ahcy Ahcy 269378
## Bub1 Bub1 12235
## Supt16 Supt16 114741
## Sav1 Sav1 64010
## Gid8 Gid8 76425
## Atp13a3 Atp13a3 224088
## 2810025M15Rik 2810025M15Rik 69953
## Riok2 Riok2 67045
## Chmp2a Chmp2a 68953
## Mis18bp1 Mis18bp1 217653
## Tango2 Tango2 27883
## Rhbdf2 Rhbdf2 217344
## 2810408I11Rik 2810408I11Rik 69941
## Reep4 Reep4 72549
## Psmb7 Psmb7 19177
## Nme6 Nme6 54369
## Mbd2 Mbd2 17191
## Pold3 Pold3 67967
## Cyp51 Cyp51 13121
## Dhfr Dhfr 13361
## Magohb Magohb 66441
## Vcl Vcl 22330
## Srrt Srrt 83701
## Ddb2 Ddb2 107986
## Eif2a Eif2a 229317
## Dnajc19 Dnajc19 67713
## Irak1 Irak1 16179
## Atp5e Atp5e 67126
## Nubp1 Nubp1 26425
## Efhd2 Efhd2 27984
## Ndufb11 Ndufb11 104130
## Anp32e Anp32e 66471
## Ccnb1ip1 Ccnb1ip1 239083
## Lap3 Lap3 66988
## Uvrag Uvrag 78610
## Scd2 Scd2 20250
## Atp5a1 Atp5a1 11946
## Rbmxl1 Rbmxl1 19656
## Spidr Spidr 224008
## Slc25a13 Slc25a13 50799
## Rangrf Rangrf 57785
## Gen1 Gen1 209334
## Gfer Gfer 11692
## Cln6 Cln6 76524
## Set Set 56086
## Them6 Them6 223626
## Arhgap19 Arhgap19 71085
## Syngr2 Syngr2 20973
## Dus3l Dus3l 224907
## Mipep Mipep 70478
## Usp14 Usp14 59025
## Mgat4a Mgat4a 269181
## Klhdc8b Klhdc8b 78267
## Pno1 Pno1 66249
## Dscc1 Dscc1 72107
## Ubl7 Ubl7 69459
## Htatip2 Htatip2 53415
## Uba7 Uba7 74153
## Mpc2 Mpc2 70456
## Znrd1 Znrd1 <NA>
## Raver1 Raver1 71766
## Cdc7 Cdc7 12545
## Rad54l Rad54l 19366
## Slmo2 Slmo2 <NA>
## Nop10 Nop10 66181
## Uqcrh Uqcrh 66576
## Zmynd19 Zmynd19 67187
## Rgl2 Rgl2 19732
## Ska1 Ska1 66468
## Cltb Cltb 74325
## Mrto4 Mrto4 69902
## Usmg5 Usmg5 <NA>
## Pole Pole 18973
## Hnrnpa3 Hnrnpa3 229279
## Acsl3 Acsl3 74205
## Pola1 Pola1 18968
## Tmem256 Tmem256 69186
## Pigf Pigf 18701
## Crk Crk 12928
## Metap1d Metap1d 66559
## Mxi1 Mxi1 17859
## Prpf19 Prpf19 28000
## Slirp Slirp 380773
## Eif3k Eif3k 73830
## Trex1 Trex1 22040
## Dlat Dlat 235339
## Nelfcd Nelfcd 57314
## Sp100 Sp100 20684
## Snord15b Snord15b 449631
## Zdhhc2 Zdhhc2 70546
## Lrrc59 Lrrc59 98238
## Napa Napa 108124
## Hnrnpa2b1 Hnrnpa2b1 53379
## Bscl2 Bscl2 14705
## Rad51 Rad51 19361
## Naa38 Naa38 78304
## Casc5 Casc5 <NA>
## Zbtb45 Zbtb45 232879
## Dohh Dohh 102115
## Wdr55 Wdr55 67936
## Mecr Mecr 26922
## Acp5 Acp5 11433
## Mrps10 Mrps10 64657
## Pbk Pbk 52033
## Prr13 Prr13 66151
## Casp3 Casp3 12367
## Pepd Pepd 18624
## Prps2 Prps2 110639
## Atg9a Atg9a 245860
## Cdkn2d Cdkn2d 12581
## Eme1 Eme1 268465
## Atp5f1 Atp5f1 <NA>
## Atp6v0b Atp6v0b 114143
## Rnf139 Rnf139 75841
## Ptgs1 Ptgs1 19224
## Fxn Fxn 14297
## Ech1 Ech1 51798
## Smc1a Smc1a 24061
## Mta3 Mta3 116871
## Hnrnpf Hnrnpf 98758
## Ndrg3 Ndrg3 29812
## Sf3b6 Sf3b6 66055
## Polr2j Polr2j 20022
## Ndufa11 Ndufa11 69875
## Sumo3 Sumo3 20610
## Atp5b Atp5b 11947
## Vkorc1 Vkorc1 27973
## Btd Btd 26363
## Gm1821 Gm1821 <NA>
## Nabp2 Nabp2 69917
## Hpse Hpse 15442
## Dhcr24 Dhcr24 74754
## Coq2 Coq2 71883
## Nup62 Nup62 18226
## Uchl5 Uchl5 56207
## Cit Cit 12704
## Itgb1 Itgb1 16412
## Tmem55a Tmem55a <NA>
## Ndufs7 Ndufs7 75406
## Selenbp1 Selenbp1 20341
## 3110002H16Rik 3110002H16Rik <NA>
## Aldh9a1 Aldh9a1 56752
## Snx14 Snx14 244962
## Lpxn Lpxn 107321
## Suclg2 Suclg2 20917
## Aimp2 Aimp2 231872
## Cnih1 Cnih1 12793
## Bin2 Bin2 668218
## Ppm1m Ppm1m 67905
## C2cd2l C2cd2l 71764
## Nudcd2 Nudcd2 52653
## Endog Endog 13804
## Snord22 Snord22 100127111
## Gspt1 Gspt1 14852
## Hnrnpab Hnrnpab 15384
## Oas1a Oas1a 246730
## Psmb4 Psmb4 19172
## Zfp318 Zfp318 57908
## Atic Atic 108147
## Psmc3 Psmc3 19182
## Ehmt2 Ehmt2 110147
## Aprt Aprt 11821
## Vps11 Vps11 71732
## Hyou1 Hyou1 12282
## Brca1 Brca1 12189
## Sf3a2 Sf3a2 20222
## Ndufa4 Ndufa4 17992
## Rp9 Rp9 55934
## Narfl Narfl <NA>
## Cad Cad 69719
## Exosc2 Exosc2 227715
## Net1 Net1 56349
## Knstrn Knstrn 51944
## Ruvbl2 Ruvbl2 20174
## Akap8l Akap8l 54194
## Srbd1 Srbd1 78586
## Arsb Arsb 11881
## Ahsa1 Ahsa1 217737
## Ptges3 Ptges3 56351
## Polr2m Polr2m 28015
## Ifi44l Ifi44l 15061
## Cdkn3 Cdkn3 72391
## Axin1 Axin1 12005
## Abcf2 Abcf2 27407
## Cnot10 Cnot10 78893
## Sept2 Sept2 <NA>
## Emg1 Emg1 14791
## Eif2s2 Eif2s2 67204
## St3gal2 St3gal2 20444
## Rad21 Rad21 19357
## Hmgcl Hmgcl 15356
## Anapc13 Anapc13 69010
## Ndufb7 Ndufb7 66916
## Iqgap3 Iqgap3 404710
## Ncoa4 Ncoa4 27057
## Nudt5 Nudt5 53893
## Nt5c Nt5c 50773
## Stt3a Stt3a 16430
## Ubald2 Ubald2 319370
## Gpank1 Gpank1 81845
## Fbxo3 Fbxo3 57443
## Rabac1 Rabac1 14470
## Msrb2 Msrb2 76467
## Rfc1 Rfc1 19687
## Mocs1 Mocs1 56738
## Dhrs3 Dhrs3 20148
## Rab5a Rab5a 271457
## Suclg1 Suclg1 56451
## Immt Immt 76614
## Dzip1 Dzip1 66573
## Eif3m Eif3m 98221
## Eps15 Eps15 13858
## Anp32a Anp32a 11737
## Cenpi Cenpi 102920
## Apitd1 Apitd1 <NA>
## Calm1 Calm1 12313
## Mrps28 Mrps28 66230
## Rps27rt Rps27rt 100043813
## Stag1 Stag1 20842
## Acadm Acadm 11364
## Slc39a1 Slc39a1 30791
## Gtse1 Gtse1 29870
## Nmral1 Nmral1 67824
## Cryl1 Cryl1 68631
## 1700017B05Rik 1700017B05Rik 74211
## Gins4 Gins4 109145
## Galk1 Galk1 14635
## Atg4b Atg4b 66615
## Zdhhc14 Zdhhc14 224454
## Mthfsl Mthfsl 100039707
## Msmo1 Msmo1 66234
## Kctd1 Kctd1 106931
## Nsl1 Nsl1 381318
## Micu1 Micu1 216001
## Ubxn1 Ubxn1 225896
## Cep128 Cep128 75216
## Sec61b Sec61b 66212
## Rftn1 Rftn1 76438
## Chchd6 Chchd6 66098
## Dgcr6 Dgcr6 13353
## Rab12 Rab12 19328
## Nudt21 Nudt21 68219
## Mtmr2 Mtmr2 77116
## Cenpl Cenpl 70454
## Dym Dym 69190
## Alkbh7 Alkbh7 66400
## Sltm Sltm 66660
## Cchcr1 Cchcr1 240084
## Rrp1b Rrp1b 72462
## Emd Emd 13726
## Flot1 Flot1 14251
## Sf3b5 Sf3b5 66125
## Vamp8 Vamp8 22320
## Lamtor1 Lamtor1 66508
## Ap1s2 Ap1s2 108012
## Hdlbp Hdlbp 110611
## Dsn1 Dsn1 66934
## Bola1 Bola1 69168
## Keap1 Keap1 50868
## Adamts10 Adamts10 224697
## Kif2a Kif2a 16563
## Osbpl1a Osbpl1a 64291
## Vwa9 Vwa9 <NA>
## Alas1 Alas1 11655
## Poldip2 Poldip2 67811
## Rab11b Rab11b 19326
## Skp1a Skp1a <NA>
## Gale Gale 74246
## Mlh1 Mlh1 17350
## Gtf3a Gtf3a 66596
## Foxo4 Foxo4 54601
## Ndufa12 Ndufa12 66414
## Smpd4 Smpd4 77626
## Ctbp1 Ctbp1 13016
## Trip13 Trip13 69716
## Rplp2-ps1 Rplp2-ps1 665931
## Zbtb12 Zbtb12 193736
## Tuba1a Tuba1a 22142
## Tmem121 Tmem121 69195
## Hsd17b12 Hsd17b12 56348
## Sertad2 Sertad2 58172
## Mrpl48 Mrpl48 52443
## Csad Csad 246277
## Polr2k Polr2k 17749
## Ppa2 Ppa2 74776
## Lgals3bp Lgals3bp 19039
## Copb2 Copb2 50797
## Pif1 Pif1 208084
## Psma5 Psma5 26442
## Def6 Def6 23853
## Mrpl37 Mrpl37 56280
## Dyrk4 Dyrk4 101320
## Acadvl Acadvl 11370
## Arhgef39 Arhgef39 230098
## Fkbp4 Fkbp4 14228
## Asap1 Asap1 13196
## Shcbp1 Shcbp1 20419
## Rpf2 Rpf2 67239
## 1110059E24Rik 1110059E24Rik 66206
## D19Bwg1357e D19Bwg1357e <NA>
## Mut Mut <NA>
## Gemin7 Gemin7 69731
## Trap1 Trap1 68015
## Wee1 Wee1 22390
## Pnn Pnn 18949
## Card11 Card11 108723
## Tac4 Tac4 93670
## Mrps36 Mrps36 66128
## Nxn Nxn 18230
## Tbp Tbp 21374
## Serbp1 Serbp1 66870
## Arpc1a Arpc1a 56443
## Cox16 Cox16 66272
## Impa2 Impa2 114663
## Wdr18 Wdr18 216156
## Wiz Wiz 22404
## BC004004 BC004004 80748
## Rpain Rpain 69723
## Eml4 Eml4 78798
## Slc35b2 Slc35b2 73836
## Taf15 Taf15 70439
## Zfp523 Zfp523 224656
## Lars2 Lars2 102436
## Abca7 Abca7 27403
## Dxo Dxo 112403
## Orc5 Orc5 26429
## Spcs2 Spcs2 66624
## Vrk1 Vrk1 22367
## Rdh10 Rdh10 98711
## Srf Srf 20807
## Mrps15 Mrps15 66407
## Wdr74 Wdr74 107071
## Gcdh Gcdh 270076
## Ddx49 Ddx49 234374
## Farp1 Farp1 223254
## Ivns1abp Ivns1abp 117198
## Wdr41 Wdr41 218460
## Nup43 Nup43 69912
## Asb1 Asb1 65247
## Mvd Mvd 192156
## Gsg2 Gsg2 <NA>
## Tmem109 Tmem109 68539
## Snhg9 Snhg9 73474
## Farsa Farsa 66590
## Hdac9 Hdac9 79221
## Ubxn2a Ubxn2a 217379
## Isy1 Isy1 57905
## Ercc6l Ercc6l 236930
## Kntc1 Kntc1 208628
## Kat2b Kat2b 18519
## Daxx Daxx 13163
## Noc2l Noc2l 57741
## Etv5 Etv5 104156
## Ilk Ilk 16202
## Bcap29 Bcap29 12033
## Cenpf Cenpf 108000
## Mtx1 Mtx1 17827
## Lactb Lactb 80907
## Psma6 Psma6 26443
## Mettl1 Mettl1 17299
## Bop1 Bop1 12181
## Atf6b Atf6b 12915
## Mast2 Mast2 17776
## Galnt1 Galnt1 14423
## Atad5 Atad5 237877
## Aspm Aspm 12316
## Fam26f Fam26f <NA>
## Tsc2 Tsc2 22084
## Ubxn6 Ubxn6 66530
## Rbm6 Rbm6 19654
## Mcmbp Mcmbp 210711
## Oasl1 Oasl1 231655
## Hacd3 Hacd3 57874
## Cmpk2 Cmpk2 22169
## Maged1 Maged1 94275
## Cacybp Cacybp 12301
## Tcof1 Tcof1 21453
## Eif3f Eif3f 66085
## Mis18a Mis18a 66578
## Rabggtb Rabggtb 19352
## Ralbp1 Ralbp1 19765
## Psph Psph 100678
## Uqcrb Uqcrb 67530
## Pcyt2 Pcyt2 68671
## Wash1 Wash1 <NA>
## Troap Troap 78733
## Bcl6 Bcl6 12053
## Itga6 Itga6 16403
## Rap1gds1 Rap1gds1 229877
## Ctnna1 Ctnna1 12385
## Dna2 Dna2 327762
## Nle1 Nle1 217011
## Klf9 Klf9 16601
## Hipk2 Hipk2 15258
## Sidt2 Sidt2 214597
## Srsf3 Srsf3 20383
## Ndc1 Ndc1 72787
## Adgrl2 Adgrl2 99633
## E2f3 E2f3 13557
## Ndufaf7 Ndufaf7 73694
## Ints7 Ints7 77065
## Pold1 Pold1 18971
## Nlrc4 Nlrc4 268973
## Rbbp4 Rbbp4 19646
## Idh1 Idh1 15926
## Uap1 Uap1 107652
## Ssr2 Ssr2 66256
## Ube2f Ube2f 67921
## Atp2c1 Atp2c1 235574
## Rad18 Rad18 58186
## Tufm Tufm 233870
## Ext2 Ext2 14043
## Slc12a2 Slc12a2 20496
## Fam134a Fam134a <NA>
## Tlr1 Tlr1 21897
## Psmb6 Psmb6 19175
## Akr1a1 Akr1a1 58810
## Mllt1 Mllt1 64144
## Pnisr Pnisr 66625
## Mzt2 Mzt2 72083
## Adpgk Adpgk 72141
## Taf9 Taf9 108143
## Mrps16 Mrps16 66242
## Alpk1 Alpk1 71481
## Agpat2 Agpat2 67512
## Gfra2 Gfra2 14586
## Nup50 Nup50 18141
## Eif3c Eif3c 56347
## Pde10a Pde10a 23984
## Cyb5r4 Cyb5r4 266690
## Larp7 Larp7 28036
## Alyref Alyref 21681
## Ppp1r11 Ppp1r11 76497
## Nsa2 Nsa2 59050
## Hax1 Hax1 23897
## Nsmce2 Nsmce2 68501
## Agpat5 Agpat5 52123
## Tpd52l2 Tpd52l2 66314
## March5 March5 <NA>
## Manf Manf 74840
## Agap3 Agap3 213990
## Grpel1 Grpel1 17713
## Ndufs2 Ndufs2 226646
## Abhd17a Abhd17a 216169
## Ascc1 Ascc1 69090
## Gng5 Gng5 14707
## Tmem194 Tmem194 <NA>
## Tubg1 Tubg1 103733
## Dexi Dexi 58239
## Magoh Magoh 17149
## Epb4.1l4aos Epb4.1l4aos <NA>
## Rnf141 Rnf141 67150
## Rnf168 Rnf168 70238
## Cope Cope 59042
## Itgb2 Itgb2 16414
## Mboat7 Mboat7 77582
## Ankrd54 Ankrd54 223690
## Tubb2b Tubb2b 73710
## Get4 Get4 67604
## Sco2 Sco2 100126824
## Arhgdia Arhgdia 192662
## Usp15 Usp15 14479
## Mrpl33 Mrpl33 66845
## 4933404O12Rik 4933404O12Rik 66752
## Prr5 Prr5 109270
## Fem1b Fem1b 14155
## Zwint Zwint 52696
## Inafm1 Inafm1 66300
## Haus1 Haus1 225745
## Nudc Nudc 18221
## Snrpe Snrpe 20643
## Coro1a Coro1a 12721
## 2700094K13Rik 2700094K13Rik <NA>
## Tarbp2 Tarbp2 21357
## Denr Denr 68184
## Usp28 Usp28 235323
## Med8 Med8 80509
## Cyth3 Cyth3 19159
## Nap1l4 Nap1l4 17955
## Aimp1 Aimp1 13722
## Bbs9 Bbs9 319845
## 1700086O06Rik 1700086O06Rik 73516
## 0610012G03Rik 0610012G03Rik 106264
## Bad Bad 12015
## Kif20b Kif20b 240641
## St14 St14 19143
## Insig1 Insig1 231070
## Luc7l2 Luc7l2 192196
## Parp1 Parp1 11545
## Nagpa Nagpa 27426
## Cpsf1 Cpsf1 94230
## Rasal3 Rasal3 320484
## Pccb Pccb 66904
## Fbxo34 Fbxo34 78938
## Eif3e Eif3e 16341
## Acbd4 Acbd4 67131
## N6amt2 N6amt2 <NA>
## Ppat Ppat 231327
## Miip Miip 28010
## Fez2 Fez2 225020
## Mapk3 Mapk3 26417
## Pih1d1 Pih1d1 68845
## Uqcrc2 Uqcrc2 67003
## Parp2 Parp2 11546
## Mpg Mpg 268395
## Atl2 Atl2 56298
## Josd1 Josd1 74158
## Spry4 Spry4 24066
## Prnp Prnp 19122
## Polr2d Polr2d 69241
## Rqcd1 Rqcd1 <NA>
## C330027C09Rik C330027C09Rik <NA>
## Smim12 Smim12 80284
## Mcts1 Mcts1 68995
## 1110004E09Rik 1110004E09Rik <NA>
## Ppap2c Ppap2c <NA>
## Hace1 Hace1 209462
## Ralb Ralb 64143
## Fh1 Fh1 14194
## Kat7 Kat7 217127
## Ubash3b Ubash3b 72828
## Tmem208 Tmem208 66320
## Atp6ap1 Atp6ap1 54411
## Gyg Gyg 27357
## H2-Oa H2-Oa 15001
## Myg1 Myg1 60315
## Hnrnpk Hnrnpk 15387
## Dpp9 Dpp9 224897
## Tubgcp3 Tubgcp3 259279
## Eif3a Eif3a 13669
## Cse1l Cse1l 110750
## 2210016F16Rik 2210016F16Rik 70153
## Dnajc11 Dnajc11 230935
## Psmg3 Psmg3 66506
## Amdhd2 Amdhd2 245847
## Itga5 Itga5 16402
## Hs6st1 Hs6st1 50785
## Ankrd49 Ankrd49 56503
## Asrgl1 Asrgl1 66514
## Ddx11 Ddx11 320209
## Dynlt1c Dynlt1c 100040563
## Rpa3 Rpa3 68240
## Coq9 Coq9 67914
## Pgam1 Pgam1 18648
## Eftud2 Eftud2 20624
## Ccdc101 Ccdc101 <NA>
## Dus1l Dus1l 68730
## Fcho2 Fcho2 218503
## Setd8 Setd8 <NA>
## Slc44a2 Slc44a2 68682
## Rac1 Rac1 19353
## Med11 Med11 66172
## Ilf3 Ilf3 16201
## Cmss1 Cmss1 66497
## Kri1 Kri1 215194
## Fmnl1 Fmnl1 57778
## Cmpk1 Cmpk1 66588
## Arhgef12 Arhgef12 69632
## Clk3 Clk3 102414
## Pck2 Pck2 74551
## BC003965 BC003965 214489
## Reep5 Reep5 13476
## Foxred1 Foxred1 235169
## Cers2 Cers2 76893
## Pes1 Pes1 64934
## Mrpl23 Mrpl23 19935
## Tnfrsf1b Tnfrsf1b 21938
## Agpat1 Agpat1 55979
## Pgk1 Pgk1 18655
## Zfp809 Zfp809 235047
## Myd88 Myd88 17874
## Acot7 Acot7 70025
## Dedd2 Dedd2 67379
## Tmed1 Tmed1 17083
## Sgpp1 Sgpp1 81535
## Trip10 Trip10 106628
## Ikzf1 Ikzf1 22778
## Ehd1 Ehd1 13660
## Ak2 Ak2 11637
## Plbd2 Plbd2 71772
## Atp6v0c Atp6v0c 11984
## Ctsa Ctsa 19025
## Plxnd1 Plxnd1 67784
## St7 St7 64213
## Slc39a10 Slc39a10 227059
## Mvb12b Mvb12b 72543
## Zdhhc3 Zdhhc3 69035
## Melk Melk 17279
## Vac14 Vac14 234729
## Slc30a6 Slc30a6 210148
## Rxra Rxra 20181
## Asnsd1 Asnsd1 70396
## Rmrp Rmrp 19782
## Pbx2 Pbx2 18515
## Srebf2 Srebf2 20788
## Eif4g1 Eif4g1 208643
## Tpp1 Tpp1 12751
## Nup133 Nup133 234865
## Psmd11 Psmd11 69077
## Lmf1 Lmf1 76483
## Isoc1 Isoc1 66307
## Sept11 Sept11 <NA>
## Vdac3 Vdac3 22335
## Stard4 Stard4 170459
## Tbca Tbca 21371
## Eif4a3 Eif4a3 192170
## Inf2 Inf2 70435
## Psmf1 Psmf1 228769
## Gadd45gip1 Gadd45gip1 102060
## Lgals1 Lgals1 16852
## Rap1b Rap1b 215449
## Prrc2a Prrc2a 53761
## Fancd2 Fancd2 211651
## Idh3b Idh3b 170718
## Fam50a Fam50a 108160
## Ppp1r8 Ppp1r8 100336
## Prpsap1 Prpsap1 67763
## Rars Rars 104458
## Nxt1 Nxt1 56488
## Srsf9 Srsf9 108014
## Kdm2b Kdm2b 30841
## Pear1 Pear1 73182
## Herpud2 Herpud2 80517
## Nudt3 Nudt3 56409
## Prr11 Prr11 270906
## Psmd2 Psmd2 21762
## Erp29 Erp29 67397
## Dcaf12 Dcaf12 68970
## Psmc3ip Psmc3ip 19183
## 3110082I17Rik 3110082I17Rik 73212
## Sun1 Sun1 77053
## Rtel1 Rtel1 269400
## Gpn3 Gpn3 68080
## Ptbp1 Ptbp1 19205
## Rab8b Rab8b 235442
## Lancl2 Lancl2 71835
## Trib1 Trib1 211770
## M6pr M6pr 17113
## Dgcr8 Dgcr8 94223
## Wdr70 Wdr70 545085
## Ip6k1 Ip6k1 27399
## Cisd2 Cisd2 67006
## Ppm1j Ppm1j 71887
## Snrpf Snrpf 69878
## Ndufc1 Ndufc1 66377
## Haus5 Haus5 71909
## Tsen34 Tsen34 66078
## Gpm6b Gpm6b 14758
## Hadhb Hadhb 231086
## Sertad1 Sertad1 55942
## Snhg4 Snhg4 100503380
## Igbp1 Igbp1 18518
## Ccdc167 Ccdc167 68597
## Psmd7 Psmd7 17463
## Pstpip1 Pstpip1 19200
## Nop14 Nop14 75416
## H2-Ob H2-Ob 15002
## Ldlrap1 Ldlrap1 100017
## Oard1 Oard1 106821
## Sft2d1 Sft2d1 106489
## Eif6 Eif6 16418
## Ndufs3 Ndufs3 68349
## Psmc4 Psmc4 23996
## Trp53 Trp53 22059
## Eif2s1 Eif2s1 13665
## Wrn Wrn 22427
## Rnf19a Rnf19a 30945
## Psme2 Psme2 19188
## Taf12 Taf12 66464
## Tsfm Tsfm 66399
## Fam64a Fam64a <NA>
## Foxn2 Foxn2 14236
## Strn Strn 268980
## Ift46 Ift46 76568
## Echdc1 Echdc1 52665
## Hddc2 Hddc2 69692
## Gna15 Gna15 14676
## Wdfy2 Wdfy2 268752
## Tbc1d14 Tbc1d14 100855
## Mrps24 Mrps24 64660
## Arl2 Arl2 56327
## Pfas Pfas 237823
## Mto1 Mto1 68291
## Ublcp1 Ublcp1 79560
## Prkaa1 Prkaa1 105787
## Yipf3 Yipf3 28064
## Txndc17 Txndc17 52700
## Txndc5 Txndc5 105245
## Ppard Ppard 19015
## Rnase4 Rnase4 58809
## Ttll12 Ttll12 223723
## Polr3h Polr3h 78929
## Actn4 Actn4 60595
## Vps35 Vps35 65114
## Cenpw Cenpw 66311
## Pak1ip1 Pak1ip1 68083
## Sap30 Sap30 60406
## Oxsr1 Oxsr1 108737
## Pradc1 Pradc1 73327
## Ruvbl1 Ruvbl1 56505
## Fkbp11 Fkbp11 66120
## Ifi35 Ifi35 70110
## Deaf1 Deaf1 54006
## E4f1 E4f1 13560
## Srsf1 Srsf1 110809
## Prdx5 Prdx5 54683
## Ssfa2 Ssfa2 <NA>
## Stip1 Stip1 20867
## Nol7 Nol7 70078
## Arhgap9 Arhgap9 216445
## Cetn3 Cetn3 12626
## Lama4 Lama4 16775
## Xrcc5 Xrcc5 22596
## Ap3s1 Ap3s1 11777
## Coa6 Coa6 67892
## Slc20a2 Slc20a2 20516
## Prpf38a Prpf38a 230596
## Rrbp1 Rrbp1 81910
## Aldh16a1 Aldh16a1 69748
## Med17 Med17 234959
## Nolc1 Nolc1 70769
## Hinfp Hinfp 102423
## Cebpzos Cebpzos 68554
## 9530077C05Rik 9530077C05Rik 68283
## Mettl7a1 Mettl7a1 70152
## Usp46 Usp46 69727
## Pafah1b2 Pafah1b2 18475
## Gm15800 Gm15800 <NA>
## Zfp946 Zfp946 74149
## Gnptab Gnptab 432486
## Rfx7 Rfx7 319758
## Ndufa8 Ndufa8 68375
## Cinp Cinp 67236
## Tdp1 Tdp1 104884
## Arpc2 Arpc2 76709
## Ppp2cb Ppp2cb 19053
## Ddb1 Ddb1 13194
## Canx Canx 12330
## Mfsd4 Mfsd4 <NA>
## Mrpl15 Mrpl15 27395
## Nsf Nsf 18195
## 2810004N23Rik 2810004N23Rik 66523
## Capn1 Capn1 12333
## Pomp Pomp 66537
## Psmb5 Psmb5 19173
## Exosc6 Exosc6 72544
## Psmd5 Psmd5 66998
## Sfi1 Sfi1 78887
## Gm6548 Gm6548 625054
## Las1l Las1l 76130
## Coro2b Coro2b 235431
## Arrb2 Arrb2 216869
## Arrdc2 Arrdc2 70807
## Gcsh Gcsh 68133
## Crem Crem 12916
## 9130401M01Rik 9130401M01Rik 75758
## Usp6nl Usp6nl 98910
## Med20 Med20 56771
## Pycr2 Pycr2 69051
## Dap3 Dap3 65111
## Mrpl40 Mrpl40 18100
## Tbc1d4 Tbc1d4 210789
## Hnrnpd Hnrnpd 11991
## Ndufc2 Ndufc2 68197
## Lman1 Lman1 70361
## Qrich1 Qrich1 69232
## Eif4enif1 Eif4enif1 74203
## Pop7 Pop7 74097
## Cdk2 Cdk2 12566
## Fam76b Fam76b 72826
## Nup205 Nup205 70699
## Pycrl Pycrl 66194
## Gatc Gatc 384281
## Aars Aars 234734
## Mybbp1a Mybbp1a 18432
## Fbxl6 Fbxl6 30840
## Etf1 Etf1 225363
## Casp1 Casp1 12362
## Sgol2a Sgol2a <NA>
## Pip5k1b Pip5k1b 18719
## Fbxw2 Fbxw2 30050
## Zc3hc1 Zc3hc1 232679
## Rab11a Rab11a 53869
## Psma2 Psma2 19166
## Mdc1 Mdc1 240087
## Zpr1 Zpr1 22687
## Wdr5 Wdr5 140858
## Abcb8 Abcb8 74610
## Ctps Ctps 51797
## Capn15 Capn15 50817
## Lcmt1 Lcmt1 30949
## Dazap1 Dazap1 70248
## Mad1l1 Mad1l1 17120
## Cox7a1 Cox7a1 12865
## Mtbp Mtbp 105837
## Polr2e Polr2e 66420
## Usp10 Usp10 22224
## Lmf2 Lmf2 105847
## Plekhg1 Plekhg1 213783
## Prmt7 Prmt7 214572
## Rcc2 Rcc2 108911
## Zc3hav1 Zc3hav1 78781
## Clpx Clpx 270166
## Esco2 Esco2 71988
## Rdm1 Rdm1 66599
## Mrpl54 Mrpl54 66047
## Dclre1b Dclre1b 140917
## Atp5l Atp5l 27425
## Rad23b Rad23b 19359
## Ssna1 Ssna1 68475
## Nars Nars 70223
## Ppp4c Ppp4c 56420
## Dtnb Dtnb 13528
## Hk1 Hk1 15275
## Fam43a Fam43a 224093
## Tomm40 Tomm40 53333
## Elp6 Elp6 72341
## Dars2 Dars2 226539
## Sdhb Sdhb 67680
## Pik3r1 Pik3r1 18708
## Nob1 Nob1 67619
## Mef2c Mef2c 17260
## H2afj H2afj <NA>
## Snap23 Snap23 20619
## Cops4 Cops4 26891
## Cast Cast 12380
## Rap1a Rap1a 109905
## Otulin Otulin 432940
## Lage3 Lage3 66192
## Otud5 Otud5 54644
## Stil Stil 20460
## Trappc10 Trappc10 216131
## Timm13 Timm13 30055
## Psma3 Psma3 19167
## Ppp1ca Ppp1ca 19045
## Rnaset2a Rnaset2a 100037283
## Tatdn2 Tatdn2 381801
## Rpl36al Rpl36al 66483
## Paxip1 Paxip1 55982
## Lrrc40 Lrrc40 67144
## Fabp5 Fabp5 16592
## Pdss1 Pdss1 56075
## Zfp637 Zfp637 232337
## Mrpl21 Mrpl21 353242
## Arl8b Arl8b 67166
## Prps1 Prps1 19139
## Haao Haao 107766
## Hdac1 Hdac1 433759
## Tfeb Tfeb 21425
## Twf1 Twf1 19230
## Sc5d Sc5d 235293
## Snapc5 Snapc5 330959
## Slc6a6 Slc6a6 21366
## Timm10 Timm10 30059
## Mrps35 Mrps35 232536
## Gapvd1 Gapvd1 66691
## Hras Hras 15461
## Mrps7 Mrps7 50529
## Noc4l Noc4l 100608
## Tor1aip2 Tor1aip2 240832
## Dhx58 Dhx58 80861
## Nol12 Nol12 97961
## 2700029M09Rik 2700029M09Rik <NA>
## Cct2 Cct2 12461
## Mrps26 Mrps26 99045
## Eri1 Eri1 67276
## Eef1e1 Eef1e1 66143
## Prkce Prkce 18754
## Polr2h Polr2h 245841
## D330041H03Rik D330041H03Rik 654822
## Vdac2 Vdac2 22334
## Pigyl Pigyl 66268
## Dnaja3 Dnaja3 83945
## E130012A19Rik E130012A19Rik <NA>
## Rpph1 Rpph1 85029
## Med7 Med7 66213
## Nifk Nifk 67949
## Klf16 Klf16 118445
## Rbx1 Rbx1 56438
## Tchp Tchp 77832
## Taf8 Taf8 63856
## Ammecr1 Ammecr1 56068
## Snupn Snupn 66069
## Fanci Fanci 208836
## Hsbp1 Hsbp1 68196
## Pitpnb Pitpnb 56305
## Gab1 Gab1 14388
## Tmem147 Tmem147 69804
## Trim26 Trim26 22670
## Gnas Gnas 14683
## Eml3 Eml3 225898
## Sf3b4 Sf3b4 107701
## Zak Zak <NA>
## Mcu Mcu 215999
## Zcchc17 Zcchc17 619605
## Acbd6 Acbd6 72482
## Eed Eed 13626
## Ncbp1 Ncbp1 433702
## Mrpl55 Mrpl55 67212
## Usp39 Usp39 28035
## Ssr1 Ssr1 107513
## Bcl2l13 Bcl2l13 94044
## Ints10 Ints10 70885
## Sf3a3 Sf3a3 75062
## Csrp1 Csrp1 13007
## Ssh2 Ssh2 237860
## Ggact Ggact 223267
## Zfand3 Zfand3 21769
## Fgf13 Fgf13 14168
## Telo2 Telo2 71718
## Rrp36 Rrp36 224823
## Slc25a4 Slc25a4 11739
## Ap1b1 Ap1b1 11764
## Acsl5 Acsl5 433256
## Tbccd1 Tbccd1 70573
## Ap1s1 Ap1s1 11769
## Ccdc71 Ccdc71 72454
## Exosc9 Exosc9 50911
## Dnm1l Dnm1l 74006
## Pros1 Pros1 19128
## Kdelr1 Kdelr1 68137
## Mospd3 Mospd3 68929
## Fam3c Fam3c 27999
## Ssb Ssb 20823
## Pex7 Pex7 18634
## Dnttip1 Dnttip1 76233
## Zfp428 Zfp428 232969
## Gorasp2 Gorasp2 70231
## Bora Bora 77744
## Rwdd1 Rwdd1 66521
## Hyal2 Hyal2 15587
## Pex6 Pex6 224824
## Dtx3 Dtx3 80904
## Exosc5 Exosc5 27998
## Ticrr Ticrr 77011
## Sin3a Sin3a 20466
## Cpne3 Cpne3 70568
## Dhx15 Dhx15 13204
## Trim39 Trim39 79263
## 2700060E02Rik 2700060E02Rik <NA>
## Slc31a1 Slc31a1 20529
## Edc3 Edc3 353190
## Aacs Aacs 78894
## U2surp U2surp 67958
## Cops2 Cops2 12848
## Leng8 Leng8 232798
## Tfb1m Tfb1m 224481
## Abca3 Abca3 27410
## Pacs1 Pacs1 107975
## Nup107 Nup107 103468
## Wdr12 Wdr12 57750
## Ccdc22 Ccdc22 54638
## Enoph1 Enoph1 67870
## Wdr24 Wdr24 268933
## Armc1 Armc1 74252
## Mettl9 Mettl9 59052
## Pard6g Pard6g 93737
## Aco1 Aco1 11428
## Gas5 Gas5 14455
## Ccdc88a Ccdc88a 108686
## Slc25a44 Slc25a44 229517
## Faf1 Faf1 14084
## A930015D03Rik A930015D03Rik 77810
## Ndufa5 Ndufa5 68202
## Hnrnpa1 Hnrnpa1 15382
## Mylk Mylk 107589
## Iars2 Iars2 381314
## Usp33 Usp33 170822
## Bnip2 Bnip2 12175
## Pdk3 Pdk3 236900
## Rrp15 Rrp15 67223
## Srsf4 Srsf4 57317
## Arf2 Arf2 11841
## Fam76a Fam76a 230789
## Mrpl44 Mrpl44 69163
## Akap1 Akap1 11640
## Smim4 Smim4 66487
## Fam101b Fam101b <NA>
## Rhog Rhog 56212
## Mob2 Mob2 101513
## Fancl Fancl 67030
## Kdelr2 Kdelr2 66913
## Seh1l Seh1l 72124
## Tbcel Tbcel 272589
## Cops5 Cops5 26754
## Pdcd5 Pdcd5 56330
## Rbl1 Rbl1 19650
## Bzw1 Bzw1 66882
## Hspa4 Hspa4 15525
## Ap4b1 Ap4b1 67489
## Ccndbp1 Ccndbp1 17151
## Cenpc1 Cenpc1 12617
## Iars Iars 105148
## Tars Tars 110960
## Psmb3 Psmb3 26446
## Mrpl45 Mrpl45 67036
## Git1 Git1 216963
## Ecsit Ecsit 26940
## Ptov1 Ptov1 84113
## Cd151 Cd151 12476
## Cars2 Cars2 71941
## Mars2 Mars2 212679
## Knop1 Knop1 66356
## Prpf3 Prpf3 70767
## Flywch1 Flywch1 224613
## Dis3l Dis3l 213550
## Asah1 Asah1 11886
## Cnpy3 Cnpy3 72029
## Ebna1bp2 Ebna1bp2 69072
## Pnpt1 Pnpt1 71701
## Rhno1 Rhno1 72440
## Rnf187 Rnf187 108660
## Phlda1 Phlda1 21664
## Stx12 Stx12 100226
## Psmd3 Psmd3 22123
## Mapre2 Mapre2 212307
## Tmem183a Tmem183a 57439
## Mrpl11 Mrpl11 66419
## Tap1 Tap1 21354
## Renbp Renbp 19703
## Prkrir Prkrir <NA>
## Ogfod3 Ogfod3 66179
## Pus1 Pus1 56361
## Gdi2 Gdi2 14569
## Ppp1r21 Ppp1r21 73825
## Gm2a Gm2a 14667
## Bub3 Bub3 12237
## Adrm1 Adrm1 56436
## Cluh Cluh 74148
## Gstm1 Gstm1 14862
## G2e3 G2e3 217558
## Ddrgk1 Ddrgk1 77006
## Mapk8ip3 Mapk8ip3 30957
## Ctage5 Ctage5 <NA>
## Wbp5 Wbp5 <NA>
## Mapk6 Mapk6 50772
## Rtn3 Rtn3 20168
## Pip4k2a Pip4k2a 18718
## Ccz1 Ccz1 231874
## 1110008F13Rik 1110008F13Rik <NA>
## Xpot Xpot 73192
## Timm10b Timm10b 14356
## Nab1 Nab1 17936
## Sars Sars 20226
## Pus7 Pus7 78697
## Gabarapl1 Gabarapl1 57436
## Psmc1 Psmc1 19179
## G3bp1 G3bp1 27041
## Lrrc8c Lrrc8c 100604
## Acadl Acadl 11363
## Mrpl47 Mrpl47 74600
## Safb2 Safb2 224902
## 1810026J23Rik 1810026J23Rik <NA>
## Rpp30 Rpp30 54364
## Crtap Crtap 56693
## Vps26a Vps26a 30930
## Psmd9 Psmd9 67151
## Plscr2 Plscr2 18828
## Cstf3 Cstf3 228410
## Srpr Srpr 67398
## Sacm1l Sacm1l 83493
## Fdft1 Fdft1 14137
## Brcc3 Brcc3 210766
## Mrpl46 Mrpl46 67308
## Myc Myc 17869
## Drap1 Drap1 66556
## Kdm7a Kdm7a 338523
## Prkag2 Prkag2 108099
## Mettl5 Mettl5 75422
## Sdad1 Sdad1 231452
## Polr2c Polr2c 20021
## Ube2m Ube2m 22192
## Tmem108 Tmem108 81907
## Mmd Mmd 67468
## Gpatch11 Gpatch11 53951
## Sgk3 Sgk3 170755
## Papd7 Papd7 <NA>
## Cdc42ep3 Cdc42ep3 260409
## Tnfrsf21 Tnfrsf21 94185
## Gna12 Gna12 14673
## Cdc27 Cdc27 217232
## Fam89b Fam89b 17826
## D10Jhu81e D10Jhu81e <NA>
## Itpa Itpa 16434
## Fdx1 Fdx1 14148
## Traf5 Traf5 22033
## Cd52 Cd52 23833
## Sigmar1 Sigmar1 18391
## Vkorc1l1 Vkorc1l1 69568
## Wtap Wtap 60532
## Cmc4 Cmc4 105886298
## Eci1 Eci1 13177
## Cdk2ap1 Cdk2ap1 13445
## Vcpkmt Vcpkmt 207965
## Nelfa Nelfa 24116
## Cdca2 Cdca2 108912
## Bod1 Bod1 69556
## Hiatl1 Hiatl1 <NA>
## Mrps18c Mrps18c 68735
## Ubap2 Ubap2 68926
## Trmt1 Trmt1 212528
## Mrps31 Mrps31 57312
## Pprc1 Pprc1 226169
## Chd3 Chd3 216848
## Cramp1l Cramp1l <NA>
## Cs Cs 12974
## Bud13 Bud13 215051
## Eprs Eprs 107508
## Hnrnpl Hnrnpl 15388
## Rnf126 Rnf126 70294
## Cyb561d2 Cyb561d2 56368
## Psmc6 Psmc6 67089
## Rpusd1 Rpusd1 106707
## Prmt5 Prmt5 27374
## Ube4a Ube4a 140630
## Ubr7 Ubr7 66622
## Nampt Nampt 59027
## Cdc34 Cdc34 216150
## Gss Gss 14854
## Gsk3a Gsk3a 606496
## Morc2a Morc2a 74522
## Trappc4 Trappc4 60409
## Adgrg3 Adgrg3 54672
## Dnm2 Dnm2 13430
## Atp6v1b2 Atp6v1b2 11966
## Ptpn9 Ptpn9 56294
## E130309D02Rik E130309D02Rik <NA>
## Cep83 Cep83 77048
## Elmo1 Elmo1 140580
## Higd1a Higd1a 56295
## Eif4h Eif4h 22384
## Scly Scly 50880
## Zfand2b Zfand2b 68818
## Elovl1 Elovl1 54325
## Cox6c Cox6c 12864
## Hn1 Hn1 <NA>
## Fhl3 Fhl3 14201
## Ssbp1 Ssbp1 381760
## Adam9 Adam9 11502
## Capg Capg 12332
## Lsm6 Lsm6 78651
## Mms22l Mms22l 212377
## Atg3 Atg3 67841
## Ddx21 Ddx21 56200
## Cdan1 Cdan1 68968
## Ccdc77 Ccdc77 67200
## Pus3 Pus3 67049
## Pja2 Pja2 224938
## Mpi Mpi 110119
## Trpv2 Trpv2 22368
## Pin1 Pin1 23988
## Nploc4 Nploc4 217365
## Npat Npat 244879
## Adsl Adsl 11564
## Tjap1 Tjap1 74094
## Ubb Ubb 22187
## Tbc1d5 Tbc1d5 72238
## Rwdd2b Rwdd2b 53858
## Nadk Nadk 192185
## Timm23 Timm23 53600
## Dhrs1 Dhrs1 52585
## Fmr1 Fmr1 14265
## Camsap2 Camsap2 67886
## Emc7 Emc7 73024
## Ppp1r2 Ppp1r2 66849
## Ltv1 Ltv1 353258
## Psmd12 Psmd12 66997
## Ilkap Ilkap 67444
## Morn2 Morn2 378462
## Ada Ada 11486
## Pkn2 Pkn2 109333
## Isca2 Isca2 74316
## Prps1l3 Prps1l3 328099
## Ube2o Ube2o 217342
## Cdk5rap3 Cdk5rap3 80280
## Mars Mars <NA>
## Psmd4 Psmd4 19185
## Tssc1 Tssc1 <NA>
## Cdca4 Cdca4 71963
## Tpra1 Tpra1 24100
## Ypel5 Ypel5 383295
## Senp1 Senp1 223870
## Foxk2 Foxk2 68837
## Arl6ip6 Arl6ip6 65103
## Smc3 Smc3 13006
## Uchl3 Uchl3 50933
## Fig4 Fig4 103199
## Utp18 Utp18 217109
## Mrfap1 Mrfap1 67568
## Vps29 Vps29 56433
## Slc35b4 Slc35b4 58246
## Srrm1 Srrm1 51796
## Eefsec Eefsec 65967
## Dbi Dbi 13167
## Slc45a4 Slc45a4 106068
## Parp3 Parp3 235587
## Mphosph6 Mphosph6 68533
## Ccni Ccni 12453
## Ufsp2 Ufsp2 192169
## Ifngr1 Ifngr1 15979
## Polr1d Polr1d 20018
## Commd2 Commd2 52245
## Nup54 Nup54 269113
## Pld3 Pld3 18807
## Atp6v1e1 Atp6v1e1 11973
## Mrps14 Mrps14 64659
## Med6 Med6 69792
## Smn1 Smn1 20595
## Gltscr2 Gltscr2 <NA>
## Chordc1 Chordc1 66917
## Usp25 Usp25 30940
## Gabpb2 Gabpb2 213054
## Cdkn2aipnl Cdkn2aipnl 52626
## Whsc1 Whsc1 <NA>
## Trim25 Trim25 217069
## Ccpg1 Ccpg1 72278
## Slfn5 Slfn5 327978
## Faap20 Faap20 67513
## Dennd1a Dennd1a 227801
## Tbrg4 Tbrg4 21379
## Tomm20 Tomm20 67952
## Rasgrp3 Rasgrp3 240168
## Ctnnbl1 Ctnnbl1 66642
## Bri3bp Bri3bp 76809
## Synj2 Synj2 20975
## Atn1 Atn1 13498
## Mtor Mtor 56717
## Usp5 Usp5 22225
## Nosip Nosip 66394
## Cep295 Cep295 319675
## Mbd3 Mbd3 17192
## Hspa5 Hspa5 14828
## Sugt1 Sugt1 67955
## Ska2 Ska2 66140
## Heatr3 Heatr3 234549
## Ilf2 Ilf2 67781
## Eif5b Eif5b 226982
## Zfp467 Zfp467 68910
## Tusc2 Tusc2 80385
## Phf7 Phf7 71838
## Zfp472 Zfp472 224691
## Clpb Clpb 20480
## Oxa1l Oxa1l 69089
## Tmem192 Tmem192 73067
## Scaf8 Scaf8 106583
## Nsdhl Nsdhl 18194
## Atf1 Atf1 11908
## Cars Cars 27267
## Dnajc8 Dnajc8 68598
## Naa50 Naa50 72117
## Wdr45b Wdr45b 66840
## Thap7 Thap7 69009
## Elp5 Elp5 54351
## Chd1l Chd1l 68058
## Mink1 Mink1 50932
## Txnl4a Txnl4a 27366
## Snora17 Snora17 100306954
## Eif2b5 Eif2b5 224045
## Atox1 Atox1 11927
## Klhl25 Klhl25 207952
## Gmpr Gmpr 66355
## Serinc1 Serinc1 56442
## Katnb1 Katnb1 74187
## Man2b1 Man2b1 17159
## Lmnb2 Lmnb2 16907
## Aamp Aamp 227290
## Ftsj3 Ftsj3 56095
## Dnpep Dnpep 13437
## Ptpn1 Ptpn1 19246
## Mrps30 Mrps30 59054
## Osbpl8 Osbpl8 237542
## Eif4ebp1 Eif4ebp1 13685
## Bckdk Bckdk 12041
## Zfyve21 Zfyve21 68520
## Uxs1 Uxs1 67883
## Ndufa9 Ndufa9 66108
## Ak6 Ak6 102216272
## Cul7 Cul7 66515
## Snf8 Snf8 27681
## Psmd6 Psmd6 66413
## Pgm2 Pgm2 66681
## Sdhc Sdhc 66052
## Tnpo1 Tnpo1 238799
## Rab27a Rab27a 11891
## Cul5 Cul5 75717
## Isg20l2 Isg20l2 229504
## Eif1 Eif1 20918
## Api5 Api5 11800
## Drosha Drosha 14000
## Clcc1 Clcc1 229725
## Gnb4 Gnb4 14696
## Tbc1d22a Tbc1d22a 223754
## Brk1 Brk1 101314
## Ece2 Ece2 107522
## Mum1 Mum1 <NA>
## Ggnbp2 Ggnbp2 217039
## Cep89 Cep89 72140
## Tmem261 Tmem261 <NA>
## Sympk Sympk 68188
## Ndufa6 Ndufa6 67130
## Tssc4 Tssc4 56844
## Slc25a15 Slc25a15 18408
## Uba5 Uba5 66663
## Txndc15 Txndc15 69672
## Oat Oat 18242
## Nudt22 Nudt22 68323
## Tbc1d22b Tbc1d22b 381085
## Ube2e3 Ube2e3 22193
## Btbd9 Btbd9 224671
## Tsnax Tsnax 53424
## Dusp4 Dusp4 319520
## Ing5 Ing5 66262
## Sapcd2 Sapcd2 72080
## Crat Crat 12908
## Ece1 Ece1 230857
## Mrpl16 Mrpl16 94063
## Vps52 Vps52 224705
## Slk Slk 20874
## Atad3a Atad3a 108888
## Eif1ad Eif1ad 69860
## Fhl1 Fhl1 14199
## Scap Scap 235623
## Smad7 Smad7 17131
## Snrpa Snrpa 53607
## Ccdc71l Ccdc71l 72123
## 0610007P14Rik 0610007P14Rik <NA>
## Gm12669 Gm12669 620016
## Klhdc10 Klhdc10 76788
## Rab40c Rab40c 224624
## Rrp7a Rrp7a 74778
## Acsl4 Acsl4 50790
## Wdr82 Wdr82 77305
## Dpm1-adnp Dpm1-adnp <NA>
## Brip1os Brip1os 74038
## Usp19 Usp19 71472
## Glb1 Glb1 12091
## C1d C1d 57316
## Firre Firre 103012
## Tank Tank 21353
## Tmod3 Tmod3 50875
## Rabepk Rabepk 227746
## Ndufs8 Ndufs8 225887
## Ube2v1 Ube2v1 66589
## Mtap Mtap 66902
## Hbs1l Hbs1l 56422
## Pts Pts 19286
## Ndufaf4 Ndufaf4 68493
## Acad9 Acad9 229211
## Nsun5 Nsun5 100609
## Srebf1 Srebf1 20787
## Pdf Pdf 68023
## Exosc1 Exosc1 66583
## Chmp3 Chmp3 66700
## Poc1b Poc1b 382406
## Stk3 Stk3 56274
## Asna1 Asna1 <NA>
## Xbp1 Xbp1 22433
## Clcn7 Clcn7 26373
## Cuedc2 Cuedc2 67116
## Shc1 Shc1 20416
## Phactr4 Phactr4 100169
## AU019823 AU019823 <NA>
## Frat2 Frat2 212398
## Fam188a Fam188a <NA>
## Agtpbp1 Agtpbp1 67269
## Anxa7 Anxa7 11750
## Rgs8 Rgs8 67792
## Cdk11b Cdk11b 12537
## Phf19 Phf19 74016
## Psmd13 Psmd13 23997
## Zfp160 Zfp160 224585
## Hprt Hprt 15452
## Acaa1a Acaa1a 113868
## Fxyd5 Fxyd5 18301
## Dffb Dffb 13368
## Gpr108 Gpr108 78308
## Plrg1 Plrg1 53317
## Med25 Med25 75613
## Lck Lck 16818
## Jmjd8 Jmjd8 72106
## Erlin1 Erlin1 226144
## Asb6 Asb6 72323
## Mcrs1 Mcrs1 51812
## Nup93 Nup93 71805
## Rbm8a Rbm8a 60365
## Urm1 Urm1 68205
## Ndufa1 Ndufa1 54405
## Katna1 Katna1 23924
## Ccdc124 Ccdc124 234388
## Vav1 Vav1 22324
## Ulk1 Ulk1 22241
## Gusb Gusb 110006
## Rufy1 Rufy1 216724
## Gtpbp1 Gtpbp1 14904
## Pip4k2c Pip4k2c 117150
## Smurf2 Smurf2 66313
## Ostc Ostc 66357
## Ccdc84 Ccdc84 382073
## 2700062C07Rik 2700062C07Rik 68046
## Twf2 Twf2 23999
## Ndufb5 Ndufb5 66046
## Ubl3 Ubl3 24109
## Ptpmt1 Ptpmt1 66461
## Rassf1 Rassf1 56289
## Slc7a1 Slc7a1 11987
## Rbmx2 Rbmx2 209003
## Cyfip1 Cyfip1 20430
## Mmp11 Mmp11 17385
## Fam212a Fam212a <NA>
## Zfp426 Zfp426 235028
## Sumf1 Sumf1 58911
## Stx7 Stx7 53331
## Fcf1 Fcf1 73736
## Tex264 Tex264 21767
## Clasp2 Clasp2 76499
## Extl3 Extl3 54616
## Gmps Gmps 229363
## Mycbp Mycbp 56309
## Ola1 Ola1 67059
## Ddx18 Ddx18 66942
## Prr3 Prr3 75210
## Gfm1 Gfm1 28030
## BC055324 BC055324 381306
## Nme7 Nme7 171567
## Scamp2 Scamp2 24044
## Unc50 Unc50 67387
## Tanc1 Tanc1 66860
## Ppp2ca Ppp2ca 19052
## Kdelc1 Kdelc1 <NA>
## Ap2m1 Ap2m1 11773
## Bud31 Bud31 231889
## Shfm1 Shfm1 <NA>
## Dnajb6 Dnajb6 23950
## Fundc2 Fundc2 67391
## Gpatch4 Gpatch4 66614
## Sh3glb2 Sh3glb2 227700
## Pdcd10 Pdcd10 56426
## Dok2 Dok2 13449
## Tm2d3 Tm2d3 68634
## Ipo11 Ipo11 76582
## Tma16 Tma16 66282
## Rasa2 Rasa2 114713
## Alg5 Alg5 66248
## Slc25a45 Slc25a45 107375
## Commd9 Commd9 76501
## Zfp511 Zfp511 69752
## Golph3l Golph3l 229593
## Ppig Ppig 228005
## Eif2b1 Eif2b1 209354
## Mphosph10 Mphosph10 67973
## Gmppb Gmppb 331026
## Minos1 Minos1 <NA>
## Vps16 Vps16 80743
## Jup Jup 16480
## Tm9sf1 Tm9sf1 74140
## Raly Raly 19383
## Tmem59 Tmem59 56374
## Ttf2 Ttf2 74044
## Mbnl3 Mbnl3 171170
## Vps13c Vps13c 320528
## Aagab Aagab 66939
## Herc1 Herc1 235439
## Tsta3 Tsta3 <NA>
## Rbm14 Rbm14 56275
## Carkd Carkd <NA>
## Eci2 Eci2 23986
## Dctn2 Dctn2 69654
## St13 St13 70356
## Ict1 Ict1 <NA>
## Smchd1 Smchd1 74355
## Pygm Pygm 19309
## Itgb1bp1 Itgb1bp1 16413
## Nat10 Nat10 98956
## Dnaja2 Dnaja2 56445
## Golt1b Golt1b 66964
## H3f3a H3f3a 15078
## Cbl Cbl 12402
## Wdr76 Wdr76 241627
## Itpr3 Itpr3 16440
## Pglyrp2 Pglyrp2 57757
## Calr Calr 12317
## Rcl1 Rcl1 59028
## Tardbp Tardbp 230908
## Ppp1r7 Ppp1r7 66385
## Fam49b Fam49b <NA>
## Rae1 Rae1 66679
## Got2 Got2 14719
## E2f7 E2f7 52679
## Gt(ROSA)26Sor Gt(ROSA)26Sor 14910
## Gtf3c5 Gtf3c5 70239
## Shb Shb 230126
## Tmco1 Tmco1 68944
## 2410016O06Rik 2410016O06Rik <NA>
## Ncf4 Ncf4 17972
## Man2a1 Man2a1 17158
## Cpped1 Cpped1 223978
## Afg3l2 Afg3l2 69597
## Magt1 Magt1 67075
## Man1a Man1a 17155
## Rusc1 Rusc1 72296
## U2af2 U2af2 22185
## Ndufab1 Ndufab1 70316
## Zbtb22 Zbtb22 81630
## Ccdc47 Ccdc47 67163
## Riok3 Riok3 66878
## Sac3d1 Sac3d1 66406
## Fam133b Fam133b 68152
## Drg1 Drg1 13494
## Ywhab Ywhab 54401
## Ptges2 Ptges2 96979
## Clp1 Clp1 98985
## Gins3 Gins3 78833
## Abhd17c Abhd17c 70178
## Oaz2 Oaz2 18247
## Arih1 Arih1 23806
## Ppwd1 Ppwd1 238831
## Skap2 Skap2 54353
## Dvl1 Dvl1 13542
## Upf3b Upf3b 68134
## 2610318N02Rik 2610318N02Rik 70458
## Emc6 Emc6 66048
## Txndc9 Txndc9 98258
## Nkrf Nkrf 77286
## Abhd10 Abhd10 213012
## Akt3 Akt3 23797
## Rbm28 Rbm28 68272
## Ipo9 Ipo9 226432
## Rgs12 Rgs12 71729
## Ppie Ppie 56031
## Tra2b Tra2b 20462
## B4galt5 B4galt5 56336
## Rpusd4 Rpusd4 71989
## Apbb1ip Apbb1ip 54519
## Mrpl36 Mrpl36 94066
## Snrnp27 Snrnp27 66618
## Ppp4r1 Ppp4r1 70351
## Ogfod2 Ogfod2 66627
## Taf5l Taf5l 102162
## Pan2 Pan2 103135
## Gimap4 Gimap4 107526
## Kctd9 Kctd9 105440
## Ddx26b Ddx26b <NA>
## Aida Aida 108909
## Wdr48 Wdr48 67561
## Ndufs1 Ndufs1 227197
## Tprkb Tprkb 69786
## Trim37 Trim37 68729
## Rnpc3 Rnpc3 67225
## Zfp959 Zfp959 224893
## Meaf6 Meaf6 70088
## Abhd11 Abhd11 68758
## Alkbh8 Alkbh8 67667
## Rnpep Rnpep 215615
## Rps19bp1 Rps19bp1 66538
## Cfap45 Cfap45 71870
## Nop2 Nop2 110109
## Psmc2 Psmc2 19181
## Tnip2 Tnip2 231130
## Gabbr1 Gabbr1 54393
## Kdm5d Kdm5d 20592
## Calcrl Calcrl 54598
## Emc8 Emc8 18117
## Tada3 Tada3 101206
## Lrrc49 Lrrc49 102747
## Pim3 Pim3 223775
## Fpgs Fpgs 14287
## Mitd1 Mitd1 69028
## Cab39l Cab39l 69008
## Mrpl34 Mrpl34 94065
## Cops7a Cops7a 26894
## Vti1a Vti1a 53611
## Gaa Gaa 14387
## Zfp609 Zfp609 214812
## Cep63 Cep63 28135
## Ddx27 Ddx27 228889
## 5031414D18Rik 5031414D18Rik <NA>
## Rprd1b Rprd1b 70470
## Ift27 Ift27 67042
## Rpl22l1 Rpl22l1 68028
## Arih2 Arih2 23807
## Zfp760 Zfp760 240034
## Slfn9 Slfn9 237886
## Slc2a1 Slc2a1 20525
## Cul3 Cul3 26554
## Spryd3 Spryd3 223918
## Tmem259 Tmem259 216157
## Rad9a Rad9a 19367
## P4ha1 P4ha1 18451
## Nedd8 Nedd8 18002
## Skap1 Skap1 78473
## Pom121 Pom121 107939
## Abtb1 Abtb1 80283
## Slc35a4 Slc35a4 67843
## Tubgcp2 Tubgcp2 74237
## Nudcd1 Nudcd1 67429
## Tor1a Tor1a 30931
## Pcgf6 Pcgf6 71041
## Gtf3c2 Gtf3c2 71752
## Itpripl1 Itpripl1 73338
## Ebp Ebp 13595
## Qdpr Qdpr 110391
## Ccdc107 Ccdc107 622404
## 2310033P09Rik 2310033P09Rik 67862
## Cactin Cactin 70312
## Tmem63a Tmem63a 208795
## Cnbp Cnbp 12785
## Spata5 Spata5 57815
## Parp12 Parp12 243771
## Babam1 Babam1 68251
## Armc8 Armc8 74125
## Cbx3 Cbx3 12417
## Maz Maz 17188
## Acot9 Acot9 56360
## Sil1 Sil1 81500
## Gatad2a Gatad2a 234366
## Tmem258 Tmem258 69038
## 4930427A07Rik 4930427A07Rik <NA>
## Zc3h18 Zc3h18 76014
## Ap2s1 Ap2s1 232910
## Vprbp Vprbp <NA>
## Eif4e Eif4e 13684
## Panx1 Panx1 55991
## Mir703 Mir703 735265
## Mettl14 Mettl14 210529
## Nop16 Nop16 28126
## Gstcd Gstcd 67553
## Grwd1 Grwd1 101612
## Uxt Uxt 22294
## Fto Fto 26383
## Igsf9 Igsf9 93842
## Rraga Rraga 68441
## Noa1 Noa1 56412
## Sars2 Sars2 71984
## Coro1c Coro1c 23790
## Fasn Fasn 14104
## Ormdl2 Ormdl2 66844
## Taco1 Taco1 70207
## Mapk11 Mapk11 19094
## Sh3bp1 Sh3bp1 20401
## Gkap1 Gkap1 56278
## Peg13 Peg13 353342
## Sirt2 Sirt2 64383
## Spg21 Spg21 27965
## Fam104a Fam104a 28081
## Dhx57 Dhx57 106794
## Ccdc82 Ccdc82 66396
## Ninj1 Ninj1 18081
## Ubr2 Ubr2 224826
## Ubqln4 Ubqln4 94232
## Smarcb1 Smarcb1 20587
## Dnajc15 Dnajc15 66148
## Polr2b Polr2b 231329
## Apmap Apmap 71881
## Ica1 Ica1 15893
## Ergic3 Ergic3 66366
## Tmed2 Tmed2 56334
## Xrn2 Xrn2 24128
## Smim15 Smim15 75616
## Fcmr Fcmr 69169
## Zfp639 Zfp639 67778
## Il10rb Il10rb 16155
## Polr2i Polr2i 69920
## Cd84 Cd84 12523
## Trim41 Trim41 211007
## Jun Jun 16476
## Pde12 Pde12 211948
## Smg9 Smg9 71997
## Lsm12 Lsm12 268490
## Utp14a Utp14a 72554
## Ubl5 Ubl5 66177
## Rbbp8 Rbbp8 225182
## Ube2l3 Ube2l3 22195
## Milr1 Milr1 380732
## Pef1 Pef1 67898
## Cul2 Cul2 71745
## Pcgf5 Pcgf5 76073
## Mrpl49 Mrpl49 18120
## Mtch2 Mtch2 56428
## Cdk8 Cdk8 264064
## Ucp2 Ucp2 22228
## Coq7 Coq7 12850
## 2310022A10Rik 2310022A10Rik 66367
## Pdcd6 Pdcd6 18570
## Ddx3y Ddx3y 26900
## Tnk2 Tnk2 51789
## Chaf1b Chaf1b 110749
## Dpcd Dpcd 226162
## Klhdc4 Klhdc4 234825
## Ubac2 Ubac2 68889
## Kif1c Kif1c 16562
## Usf2 Usf2 22282
## Naa40 Naa40 70999
## Cstf2 Cstf2 108062
## Rmdn3 Rmdn3 67809
## Snrk Snrk 20623
## Yars Yars 107271
## U2af1l4 U2af1l4 233073
## Nkiras2 Nkiras2 71966
## B3galnt2 B3galnt2 97884
## Hsd17b10 Hsd17b10 15108
## Hmgcr Hmgcr 15357
## Ireb2 Ireb2 64602
## Mrpl51 Mrpl51 66493
## Cyb5r1 Cyb5r1 72017
## Gria2 Gria2 14800
## Nfkbib Nfkbib 18036
## Mrps12 Mrps12 24030
## Chmp6 Chmp6 208092
## Fam129a Fam129a <NA>
## Ccny Ccny 67974
## Smyd5 Smyd5 232187
## Nup153 Nup153 218210
## Ppm1a Ppm1a 19042
## G6pc3 G6pc3 68401
## Acad11 Acad11 102632
## Wdr36 Wdr36 225348
## Klhl2 Klhl2 77113
## Uty Uty 22290
## Wdr26 Wdr26 226757
## Tbce Tbce 70430
## Reep3 Reep3 28193
## Ptpra Ptpra 19262
## Ppcdc Ppcdc 66812
## Grhpr Grhpr 76238
## Klf6 Klf6 23849
## Pdcd7 Pdcd7 50996
## Ppm1f Ppm1f 68606
## Mcur1 Mcur1 76137
## B4gat1 B4gat1 108902
## Lrba Lrba 80877
## Gtpbp4 Gtpbp4 69237
## Ttll4 Ttll4 67534
## Alg10b Alg10b 380959
## Pidd1 Pidd1 57913
## Mfsd5 Mfsd5 106073
## Sdf2 Sdf2 20316
## Ufc1 Ufc1 66155
## Stk11 Stk11 20869
## Dr1 Dr1 13486
## Ppp2r3c Ppp2r3c 59032
## Glcci1 Glcci1 170772
## S100a13 S100a13 20196
## Becn1 Becn1 56208
## Etfb Etfb 110826
## Rer1 Rer1 67830
## Ankrd32 Ankrd32 <NA>
## Luzp1 Luzp1 269593
## Fut8 Fut8 53618
## Mrps21 Mrps21 66292
## Trp53i13 Trp53i13 216964
## Heatr5b Heatr5b 320473
## Zfp672 Zfp672 319475
## Dhodh Dhodh 56749
## Ddx19a Ddx19a 13680
## Hist1h1c Hist1h1c <NA>
## Laptm4a Laptm4a 17775
## Edf1 Edf1 59022
## Ccdc61 Ccdc61 232933
## Wars Wars 22375
## Dnajc17 Dnajc17 69408
## Fus Fus 233908
## Slc16a1 Slc16a1 20501
## Hmga2-ps1 Hmga2-ps1 15365
## Bloc1s5 Bloc1s5 17828
## Nutf2 Nutf2 68051
## Ccdc58 Ccdc58 381045
## Nae1 Nae1 234664
## Spns1 Spns1 73658
## Magi3 Magi3 99470
## Herc6 Herc6 67138
## Chchd4 Chchd4 72170
## Nif3l1 Nif3l1 65102
## Card6 Card6 239319
## Filip1 Filip1 70598
## Mrpl38 Mrpl38 60441
## Med9 Med9 192191
## Ckap5 Ckap5 75786
## Fnta Fnta 14272
## Rad54l2 Rad54l2 81000
## Slc39a6 Slc39a6 106957
## Mrpl1 Mrpl1 94061
## Pdia6 Pdia6 71853
## Spast Spast 50850
## Atr Atr 245000
## Atp2a2 Atp2a2 11938
## Lsg1 Lsg1 224092
## Mfsd1 Mfsd1 66868
## Tbc1d10b Tbc1d10b 68449
## Cyp20a1 Cyp20a1 77951
## Pmm2 Pmm2 54128
## Ndufs6 Ndufs6 407785
## Zbtb14 Zbtb14 22666
## Aqr Aqr 11834
## Gpd2 Gpd2 14571
## Timm44 Timm44 21856
## Zmat2 Zmat2 66492
## Nprl2 Nprl2 56032
## Pdlim5 Pdlim5 56376
## Slmap Slmap 83997
## Tab2 Tab2 68652
## Coq6 Coq6 217707
## Hadha Hadha 97212
## Ptrh2 Ptrh2 217057
## Zfp180 Zfp180 210135
## Cln5 Cln5 211286
## Wbscr16 Wbscr16 <NA>
## Nup188 Nup188 227699
## Mrps5 Mrps5 77721
## Dhrs7b Dhrs7b 216820
## Selk Selk <NA>
## Srsf10 Srsf10 14105
## Tmem101 Tmem101 76547
## Spcs3 Spcs3 76687
## Rpp25l Rpp25l 69961
## Yif1b Yif1b 77254
## Cops3 Cops3 26572
## Pomt1 Pomt1 99011
## Gnpda1 Gnpda1 26384
## Gstz1 Gstz1 14874
## Tfpt Tfpt 69714
## Prpf40a Prpf40a 56194
## Ap1g2 Ap1g2 11766
## Otud6b Otud6b 72201
## Gemin4 Gemin4 276919
## Dync1li1 Dync1li1 235661
## 0610009B22Rik 0610009B22Rik 66050
## Asl Asl 109900
## Hsd11b1 Hsd11b1 15483
## Auh Auh 11992
## Nktr Nktr 18087
## Anxa4 Anxa4 11746
## Fkbp8 Fkbp8 14232
## Ecd Ecd 70601
## Sra1 Sra1 24068
## Irf9 Irf9 16391
## Nupl1 Nupl1 71844
## Atf7 Atf7 223922
## Sertad3 Sertad3 170742
## Secisbp2 Secisbp2 75420
## Chmp4b Chmp4b 75608
## Klhl5 Klhl5 71778
## Lrrfip1 Lrrfip1 16978
## Mapk9 Mapk9 26420
## B4galt7 B4galt7 218271
## Cept1 Cept1 99712
## Htatsf1 Htatsf1 72459
## Gemin2 Gemin2 66603
## Zfp1 Zfp1 22640
## Pfdn4 Pfdn4 109054
## Fam118b Fam118b 109229
## Elof1 Elof1 66126
## Sap25 Sap25 751865
## Hgs Hgs 15239
## Rnf41 Rnf41 67588
## Rbm17 Rbm17 76938
## Ring1 Ring1 19763
## Rab6a Rab6a 19346
## Vamp2 Vamp2 22318
## Qsox1 Qsox1 104009
## Sfxn1 Sfxn1 14057
## Aasdhppt Aasdhppt 67618
## Wdr8 Wdr8 <NA>
## Pacsin2 Pacsin2 23970
## Pnkp Pnkp 59047
## Aco2 Aco2 11429
## Eaf1 Eaf1 74427
## Imp4 Imp4 27993
## Eif2s3y Eif2s3y 26908
## Acin1 Acin1 56215
## Cnot11 Cnot11 52846
## Rbfa Rbfa 68731
## Galnt2 Galnt2 108148
## Exoc4 Exoc4 20336
## Dcakd Dcakd 68087
## Rad50 Rad50 19360
## Odf2 Odf2 18286
## Tmem39b Tmem39b 230770
## Zfp53 Zfp53 24132
## Pacs2 Pacs2 217893
## Tbcc Tbcc 72726
## Tmem115 Tmem115 56395
## Dhx30 Dhx30 72831
## Ttc32 Ttc32 75516
## Celf1 Celf1 13046
## Mrps27 Mrps27 218506
## Cpsf3l Cpsf3l <NA>
## Pcmt1 Pcmt1 18537
## Pdk1 Pdk1 228026
## Pelp1 Pelp1 75273
## Dnajc2 Dnajc2 22791
## Myadm Myadm 50918
## Nipa2 Nipa2 93790
## Smpdl3a Smpdl3a 57319
## Cdc16 Cdc16 69957
## Tmem30a Tmem30a 69981
## Grsf1 Grsf1 231413
## Mrpl50 Mrpl50 28028
## Med22 Med22 20933
## Eif2d Eif2d 16865
## Fyn Fyn 14360
## Dmap1 Dmap1 66233
## Sephs2 Sephs2 20768
## Dnttip2 Dnttip2 99480
## Tial1 Tial1 21843
## Eif4e2 Eif4e2 26987
## D2Wsu81e D2Wsu81e <NA>
## Arpc1b Arpc1b 11867
## Aurkaip1 Aurkaip1 66077
## Pnkd Pnkd 56695
## Tomm22 Tomm22 223696
## Cwc27 Cwc27 67285
## Gnb2 Gnb2 14693
## Surf2 Surf2 20931
## B3gat3 B3gat3 72727
## Bdh1 Bdh1 71911
## Ifi47 Ifi47 15953
## Tle3 Tle3 21887
## Dis3 Dis3 72662
## Akt1s1 Akt1s1 67605
## Ptma Ptma 19231
## Brap Brap 72399
## Dcaf11 Dcaf11 28199
## Sdha Sdha 66945
## 2310011J03Rik 2310011J03Rik 66374
## Dnajb12 Dnajb12 56709
## Mapk1ip1l Mapk1ip1l 218975
## Stk25 Stk25 59041
## Scrib Scrib 105782
## Usp7 Usp7 252870
## Hnrnpu Hnrnpu 51810
## Nfx1 Nfx1 74164
## Ywhaq Ywhaq 22630
## Cep55 Cep55 74107
## Mid1ip1 Mid1ip1 68041
## Pdcd6ip Pdcd6ip 18571
## Mapkapk2 Mapkapk2 17164
## Rab18 Rab18 19330
## Swi5 Swi5 72931
## Pcbp1 Pcbp1 23983
## Mrps9 Mrps9 69527
## Gle1 Gle1 74412
## Ints9 Ints9 210925
## Plekhf2 Plekhf2 71801
## Actr1b Actr1b 226977
## Arl3 Arl3 56350
## Map2k5 Map2k5 23938
## Mdh1 Mdh1 17449
## AI506816 AI506816 433855
## Prdx4 Prdx4 53381
## Golga7 Golga7 57437
## Triap1 Triap1 69076
## Ide Ide 15925
## Ndufs5 Ndufs5 595136
## Apobec3 Apobec3 80287
## Slc29a3 Slc29a3 71279
## Ptpn11 Ptpn11 19247
## Pcp4l1 Pcp4l1 66425
## Apex2 Apex2 77622
## Cnppd1 Cnppd1 69171
## Ipo4 Ipo4 75751
## Ttc1 Ttc1 66827
## Rnf11 Rnf11 29864
## Isoc2a Isoc2a 664994
## Tspan5 Tspan5 56224
## Erc1 Erc1 111173
## Dtnbp1 Dtnbp1 94245
## Ddx23 Ddx23 74351
## Erich1 Erich1 234086
## Med10 Med10 28077
## Arl10 Arl10 56795
## Msh3 Msh3 17686
## Pcgf3 Pcgf3 69587
## Mzt1 Mzt1 76789
## Tsn Tsn 22099
## Prkci Prkci 18759
## Selo Selo <NA>
## Tmem128 Tmem128 66309
## Ccdc28a Ccdc28a 215814
## Zfp944 Zfp944 319615
## Sos2 Sos2 20663
## Hus1 Hus1 15574
## Mon1a Mon1a 72825
## 0610010K14Rik 0610010K14Rik 104457
## Skp2 Skp2 27401
## Mier2 Mier2 70427
## Rbm43 Rbm43 71684
## Smndc1 Smndc1 76479
## Fastkd2 Fastkd2 75619
## Lrrc8b Lrrc8b 433926
## Dolpp1 Dolpp1 57170
## Sema4d Sema4d 20354
## Tmem176b Tmem176b 65963
## Tbl1xr1 Tbl1xr1 81004
## Cherp Cherp 27967
## Pde7a Pde7a 18583
## Vcp Vcp 269523
## Mvk Mvk 17855
## Rad17 Rad17 19356
## Trmt11 Trmt11 73681
## Tsc22d1 Tsc22d1 21807
## Umad1 Umad1 100036521
## Pms2 Pms2 18861
## Alg9 Alg9 102580
## Mrps17 Mrps17 66258
## Siah2 Siah2 20439
## Nfatc2ip Nfatc2ip 18020
## Acox1 Acox1 11430
## Tcea1 Tcea1 21399
## Chp1 Chp1 56398
## Mrpl41 Mrpl41 107733
## Zmiz2 Zmiz2 52915
## Aaed1 Aaed1 <NA>
## Tstd3 Tstd3 77032
## Chka Chka 12660
## Poli Poli 26447
## Prkrip1 Prkrip1 66801
## Tnip1 Tnip1 57783
## Pik3r2 Pik3r2 18709
## 5031439G07Rik 5031439G07Rik 223739
## Kat2a Kat2a 14534
## Nedd1 Nedd1 17997
## Cd3eap Cd3eap 70333
## Ccdc132 Ccdc132 <NA>
## Cltc Cltc 67300
## Zfand5 Zfand5 22682
## Bcl7c Bcl7c 12055
## Tmem201 Tmem201 230917
## Bcl2l11 Bcl2l11 12125
## Tmco4 Tmco4 77056
## Rngtt Rngtt 24018
## Ubxn8 Ubxn8 108159
## Bmyc Bmyc 107771
## Ldlrad3 Ldlrad3 241576
## B4galt3 B4galt3 57370
## Lsm14a Lsm14a 67070
## Vps37b Vps37b 330192
## Dph1 Dph1 116905
## Btaf1 Btaf1 107182
## Slc35a1 Slc35a1 24060
## Ext1 Ext1 14042
## Nup155 Nup155 170762
## Thoc3 Thoc3 73666
## Tab1 Tab1 66513
## Elp2 Elp2 58523
## Ppp6r2 Ppp6r2 71474
## Pex16 Pex16 18633
## Mad2l2 Mad2l2 71890
## Lbr Lbr 98386
## Polr3gl Polr3gl 69870
## Ctdspl Ctdspl 69274
## 1810037I17Rik 1810037I17Rik 67704
## Synj2bp-cox16 Synj2bp-cox16 <NA>
## Akip1 Akip1 57373
## Tm7sf3 Tm7sf3 67623
## Ppp1r37 Ppp1r37 232947
## Tob1 Tob1 22057
## Hdac6 Hdac6 15185
## Dock1 Dock1 330662
## Ampd3 Ampd3 11717
## Rrp8 Rrp8 101867
## Mrpl57 Mrpl57 67840
## Opa3 Opa3 403187
## D8Ertd82e D8Ertd82e <NA>
## Mmgt1 Mmgt1 236792
## Utp20 Utp20 70683
## Lztr1 Lztr1 66863
## Gimap8 Gimap8 243374
## Coq5 Coq5 52064
## Ctc1 Ctc1 68964
## Pstk Pstk 214580
## Eif1a Eif1a 13664
## Rnasel Rnasel 24014
## Tmem33 Tmem33 67878
## Inpp5b Inpp5b 16330
## 3300005D01Rik 3300005D01Rik 78512
## Mmgt2 Mmgt2 216829
## Rpp14 Rpp14 67053
## Dusp7 Dusp7 235584
## Ogfr Ogfr 72075
## Cwf19l2 Cwf19l2 244672
## Ciapin1 Ciapin1 109006
## Fars2 Fars2 69955
## Puf60 Puf60 67959
## Nip7 Nip7 66164
## Cdc23 Cdc23 52563
## Mff Mff 75734
## Rbm25 Rbm25 67039
## Papd4 Papd4 <NA>
## Spcs1 Spcs1 69019
## Msantd4 Msantd4 78100
## Kin Kin 16588
## Commd5 Commd5 66398
## Sec13 Sec13 110379
## Sppl2a Sppl2a 66552
## Tada1 Tada1 27878
## Topors Topors 106021
## Pphln1 Pphln1 223828
## Bri3 Bri3 55950
## Plin2 Plin2 11520
## Mfsd10 Mfsd10 68294
## Pin4 Pin4 69713
## 4933439C10Rik 4933439C10Rik 74476
## Tcerg1 Tcerg1 56070
## Rnh1 Rnh1 107702
## Cyth4 Cyth4 72318
## Zranb2 Zranb2 53861
## Dennd4a Dennd4a 102442
## 2610001J05Rik 2610001J05Rik <NA>
## Trappc1 Trappc1 245828
## Pgrmc2 Pgrmc2 70804
## Tagap1 Tagap1 380608
## Arl1 Arl1 104303
## Utp6 Utp6 216987
## Cnep1r1 Cnep1r1 382030
## Zdhhc16 Zdhhc16 74168
## Manbal Manbal 69161
## Tpm4 Tpm4 326618
## Emc4 Emc4 68032
## Sapcd1 Sapcd1 78376
## Ints5 Ints5 109077
## R3hdm1 R3hdm1 226412
## Mrpl39 Mrpl39 27393
## Man2c1 Man2c1 73744
## Capza2 Capza2 12343
## Arhgap1 Arhgap1 228359
## Xrcc6bp1 Xrcc6bp1 <NA>
## Adprhl2 Adprhl2 <NA>
## Gm5801 Gm5801 545056
## Usp3 Usp3 235441
## Arid1b Arid1b 239985
## Fam120a Fam120a 218236
## Rinl Rinl 320435
## Snx12 Snx12 55988
## Adar Adar 56417
## Cdkn2c Cdkn2c 12580
## Smad1 Smad1 17125
## Abca1 Abca1 11303
## Rab14 Rab14 68365
## Suz12 Suz12 52615
## Trmt6 Trmt6 66926
## Dld Dld 13382
## Zdhhc6 Zdhhc6 66980
## Map3k4 Map3k4 26407
## Ensa Ensa 56205
## Dkkl1 Dkkl1 50722
## 1110038F14Rik 1110038F14Rik 117171
## Sec61a1 Sec61a1 53421
## Spsb4 Spsb4 211949
## Clptm1 Clptm1 56457
## Tcf7l1 Tcf7l1 21415
## Rbck1 Rbck1 24105
## Ewsr1 Ewsr1 14030
## Cpsf4 Cpsf4 54188
## Zfp422 Zfp422 67255
## Arrdc1 Arrdc1 215705
## Cndp2 Cndp2 66054
## Hectd1 Hectd1 207304
## Irgm1 Irgm1 15944
## Rabl6 Rabl6 227624
## Med4 Med4 67381
## Cpsf6 Cpsf6 432508
## Snord15a Snord15a 449630
## Ube2g2 Ube2g2 22213
## Glul Glul 14645
## Glrx3 Glrx3 30926
## Nacc1 Nacc1 66830
## Klc1 Klc1 16593
## Art4 Art4 109978
## Aifm1 Aifm1 26926
## Phgdh Phgdh 236539
## Tex261 Tex261 21766
## Sys1 Sys1 66460
## Iscu Iscu 66383
## Cdk6 Cdk6 12571
## Ptpn2 Ptpn2 19255
## Ino80e Ino80e 233875
## Lars Lars 107045
## Ppp1cb Ppp1cb 19046
## Ncf2 Ncf2 17970
## 6030458C11Rik 6030458C11Rik 77877
## Mapre1 Mapre1 13589
## Dpm2 Dpm2 13481
## Utp11l Utp11l <NA>
## Wdr77 Wdr77 70465
## Uck2 Uck2 80914
## Ogdh Ogdh 18293
## Sucla2 Sucla2 20916
## Dctn5 Dctn5 59288
## Esd Esd 13885
## Wbp2 Wbp2 22378
## Capns1 Capns1 12336
## Rpf1 Rpf1 70285
## Mtpn Mtpn 14489
## H2-T22 H2-T22 15039
## Ngdn Ngdn 68966
## Rps6ka1 Rps6ka1 20111
## Dpm3 Dpm3 68563
## Golph3 Golph3 66629
## Mpdu1 Mpdu1 24070
## Uba1 Uba1 22201
## Tmem50a Tmem50a 71817
## Strap Strap 20901
## Otub1 Otub1 107260
## Cbx1 Cbx1 12412
## Lbh Lbh 77889
## Gm12238 Gm12238 100303747
## Wbp11 Wbp11 60321
## Tmem234 Tmem234 76799
## Tm9sf2 Tm9sf2 68059
## Frg1 Frg1 14300
## H2-T9 H2-T9 15051
## Abce1 Abce1 24015
## Rnf214 Rnf214 235315
## Mfn1 Mfn1 67414
## Wdr53 Wdr53 68980
## Cep104 Cep104 230967
## Hspb11 Hspb11 72938
## Sergef Sergef 27414
## Timmdc1 Timmdc1 76916
## Faap24 Faap24 101831
## Cnih4 Cnih4 98417
## Fbxo42 Fbxo42 213499
## Vars2 Vars2 68915
## Zfp942 Zfp942 73233
## Apba3 Apba3 57267
## Slc33a1 Slc33a1 11416
## Dtwd1 Dtwd1 69185
## BC017158 BC017158 <NA>
## Fam149b Fam149b 105428
## Zfp800 Zfp800 627049
## Supt4a Supt4a 20922
## AB124611 AB124611 382062
## Rell1 Rell1 100532
## Ndufaf6 Ndufaf6 76947
## Cog1 Cog1 16834
## Tti1 Tti1 75425
## Pdhx Pdhx 27402
## Klc4 Klc4 74764
## Acbd5 Acbd5 74159
## Dph3 Dph3 105638
## Sclt1 Sclt1 67161
## Tomm40l Tomm40l 641376
## Hmgxb4 Hmgxb4 70823
## Peo1 Peo1 <NA>
## Sf3b2 Sf3b2 319322
## Mettl4 Mettl4 76781
## Atm Atm 11920
## Tprn Tprn 97031
## Lin9 Lin9 72568
## Rps6ka4 Rps6ka4 56613
## Dhdds Dhdds 67422
## Zfpl1 Zfpl1 81909
## Epm2aip1 Epm2aip1 77781
## Tmem29 Tmem29 382245
## Acvr1b Acvr1b 11479
## Agk Agk 69923
## Ndufaf1 Ndufaf1 69702
## Haus6 Haus6 230376
## Map1s Map1s 270058
## Mtr Mtr 238505
## Zbtb25 Zbtb25 109929
## Malt1 Malt1 240354
## Wdyhv1 Wdyhv1 76773
## Znfx1 Znfx1 98999
## Aar2 Aar2 68295
## Thoc1 Thoc1 225160
## C030006K11Rik C030006K11Rik 223665
## Tsen54 Tsen54 76265
## Zfp771 Zfp771 244216
## Cecr5 Cecr5 <NA>
## 2010012O05Rik 2010012O05Rik <NA>
## Dnajc24 Dnajc24 99349
## Spen Spen 56381
## Arf4 Arf4 11843
## Rnf157 Rnf157 217340
## Casp8ap2 Casp8ap2 26885
## Fubp3 Fubp3 320267
## Bbip1 Bbip1 100503572
## A930005H10Rik A930005H10Rik 68161
## Tyk2 Tyk2 54721
## 2310009B15Rik 2310009B15Rik 69549
## Mocs2 Mocs2 17434
## Slc35c1 Slc35c1 228368
## Cog4 Cog4 102339
## Erlin2 Erlin2 244373
## Xpa Xpa 22590
## Susd3 Susd3 66329
## Naf1 Naf1 234344
## Ccnc Ccnc 51813
## Pknox1 Pknox1 18771
## Cops7b Cops7b 26895
## Nit2 Nit2 52633
## Polr3b Polr3b 70428
## Zfp410 Zfp410 52708
## Senp2 Senp2 75826
## Rpap3 Rpap3 71919
## Csde1 Csde1 229663
## Ago2 Ago2 239528
## Pdpk1 Pdpk1 18607
## Lias Lias 79464
## Lrrc45 Lrrc45 217366
## Rps6kb2 Rps6kb2 58988
## Abcb7 Abcb7 11306
## Metap1 Metap1 75624
## Pus10 Pus10 74467
## Pop4 Pop4 66161
## St3gal1 St3gal1 20442
## Rrp12 Rrp12 107094
## Arhgap21 Arhgap21 71435
## 1600020E01Rik 1600020E01Rik 72012
## Spg7 Spg7 234847
## Dhx40 Dhx40 67487
## Nrf1 Nrf1 18181
## Nudt2 Nudt2 66401
## Gde1 Gde1 56209
## Polh Polh 80905
## Tmem11 Tmem11 216821
## Sik3 Sik3 70661
## Crnkl1 Crnkl1 66877
## Nr3c1 Nr3c1 14815
## Fam21 Fam21 <NA>
## Mpv17l2 Mpv17l2 234384
## Rtcb Rtcb 28088
## Wipi2 Wipi2 74781
## Il33 Il33 77125
## Ube2k Ube2k 53323
## Relt Relt 320100
## Zfp622 Zfp622 52521
## Smim8 Smim8 66291
## Stat5b Stat5b 20851
## Map3k7 Map3k7 26409
## Slc9a7 Slc9a7 236727
## Chkb Chkb 12651
## Polr1a Polr1a 20019
## Snx25 Snx25 102141
## Ccnh Ccnh 66671
## Crbn Crbn 58799
## Wbscr22 Wbscr22 <NA>
## Tex30 Tex30 75623
## Kpna3 Kpna3 16648
## Msto1 Msto1 229524
## Med14 Med14 26896
## Nf2 Nf2 18016
## 1810032O08Rik 1810032O08Rik <NA>
## Aggf1 Aggf1 66549
## Drg2 Drg2 13495
## Bms1 Bms1 213895
## Tfg Tfg 21787
## Ube2r2 Ube2r2 67615
## Arhgap27 Arhgap27 544817
## Zcchc6 Zcchc6 <NA>
## Gramd3 Gramd3 107022
## Ten1 Ten1 69535
## Pcif1 Pcif1 228866
## Smu1 Smu1 74255
## Lasp1 Lasp1 16796
## Sar1b Sar1b 66397
## Crtc3 Crtc3 70461
## Ndufa2 Ndufa2 17991
## Gltp Gltp 56356
## Gm561 Gm561 <NA>
## Hpcal1 Hpcal1 53602
## Mrpl32 Mrpl32 75398
## Smarcc2 Smarcc2 68094
## Tiam1 Tiam1 21844
## Lsm5 Lsm5 66373
## Cul1 Cul1 26965
## Tlk1 Tlk1 228012
## Rheb Rheb 19744
## Nt5c3b Nt5c3b 68106
## Zfp91 Zfp91 109910
## Prpf4b Prpf4b 19134
## 2310036O22Rik 2310036O22Rik <NA>
## Slc19a1 Slc19a1 20509
## Smim11 Smim11 68936
## H2afy H2afy <NA>
## Bclaf1 Bclaf1 72567
## Vps25 Vps25 28084
## Nfkbia Nfkbia 18035
## Nxf1 Nxf1 53319
## Lsm8 Lsm8 76522
## Pfdn5 Pfdn5 56612
## Clcf1 Clcf1 56708
## Abcg1 Abcg1 11307
## Ei24 Ei24 13663
## Timm9 Timm9 30056
## Sf1 Sf1 22668
## H2afv H2afv <NA>
## Vezf1 Vezf1 22344
## Tcp11l2 Tcp11l2 216198
## Dcun1d5 Dcun1d5 76863
## H1fx H1fx <NA>
## Pelo Pelo 105083
## Atf4 Atf4 11911
## Zfp36 Zfp36 22695
## Sepw1 Sepw1 <NA>
## Myh9 Myh9 17886
## 2010107E04Rik 2010107E04Rik <NA>
## Nono Nono 53610
## Atp1b3 Atp1b3 11933
## Atp5j Atp5j 11957
## Map1lc3b Map1lc3b 67443
## Msra Msra 110265
## Sub1 Sub1 20024
## Coa3 Coa3 52469
## Emc10 Emc10 69683
## Tomm70a Tomm70a 28185
## Nsmaf Nsmaf 18201
## Senp6 Senp6 215351
## Srp9 Srp9 27058
## Cdk9 Cdk9 107951
## Slc35b1 Slc35b1 110172
## Fbxo11 Fbxo11 225055
## E2f2 E2f2 242705
## Cxxc1 Cxxc1 74322
## Baz1a Baz1a 217578
## Adipor2 Adipor2 68465
## Sf3a1 Sf3a1 67465
## Cnot3 Cnot3 232791
## Ctdsp1 Ctdsp1 227292
## Ube2z Ube2z 268470
## Rbm10 Rbm10 236732
## Hira Hira 15260
## Thoc5 Thoc5 107829
## Ap2a1 Ap2a1 11771
## Atp6v1c1 Atp6v1c1 66335
## Gna13 Gna13 14674
## Pigu Pigu 228812
## Anapc1 Anapc1 17222
## Rb1 Rb1 19645
## Ino80c Ino80c 225280
## Psmd10 Psmd10 53380
## Tbcd Tbcd 108903
## Hsph1 Hsph1 15505
## Tmem229b Tmem229b 268567
## Ccdc25 Ccdc25 67179
## Pdzd11 Pdzd11 72621
## Ndufb4 Ndufb4 68194
## Rcbtb1 Rcbtb1 71330
## Tceb3 Tceb3 <NA>
## Nop9 Nop9 67842
## Arhgap17 Arhgap17 70497
## Ubald1 Ubald1 207740
## Stk26 Stk26 70415
## Sssca1 Sssca1 <NA>
## Pcnp Pcnp 76302
## Gps1 Gps1 209318
## Lsm14b Lsm14b 241846
## Ctr9 Ctr9 22083
## Twsg1 Twsg1 65960
## 1500011B03Rik 1500011B03Rik 66236
## Znrf2 Znrf2 387524
## Tmc8 Tmc8 217356
## Sugp1 Sugp1 70616
## Ncln Ncln 103425
## Ipmk Ipmk 69718
## Rab9 Rab9 56382
## Toe1 Toe1 68276
## Unc119 Unc119 22248
## 2210016L21Rik 2210016L21Rik 72357
## Yars2 Yars2 70120
## Rnf111 Rnf111 93836
## Dctn4 Dctn4 67665
## Zfp277 Zfp277 246196
## Aatf Aatf 56321
## Zcchc9 Zcchc9 69085
## Ascc2 Ascc2 75452
## Hdac10 Hdac10 170787
## Junb Junb 16477
## Prmt3 Prmt3 71974
## Med19 Med19 381379
## Zadh2 Zadh2 225791
## Myef2 Myef2 17876
## Med16 Med16 216154
## Taf1 Taf1 270627
## Samsn1 Samsn1 67742
## Ubl4a Ubl4a 27643
## Sap30l Sap30l 50724
## L3mbtl2 L3mbtl2 214669
## Tmem126a Tmem126a 66271
## Atpaf2 Atpaf2 246782
## Sgms1 Sgms1 208449
## Exosc4 Exosc4 109075
## Tmx2 Tmx2 66958
## Gtf2h3 Gtf2h3 209357
## Itpr1 Itpr1 16438
## Cox18 Cox18 231430
## Pgs1 Pgs1 74451
## Helb Helb 117599
## Calm3 Calm3 12315
## Fndc3a Fndc3a 319448
## Rnmt Rnmt 67897
## Sla Sla 20491
## Tmem184b Tmem184b 223693
## Tdrd3 Tdrd3 219249
## Pja1 Pja1 18744
## Cep85 Cep85 70012
## Ice2 Ice2 93697
## Pwp2 Pwp2 110816
## Adh5 Adh5 11532
## Alg1 Alg1 208211
## Nol10 Nol10 217431
## Hmbox1 Hmbox1 219150
## St6galnac4 St6galnac4 20448
## Krr1 Krr1 52705
## Jade1 Jade1 269424
## Spag9 Spag9 70834
## Thap4 Thap4 67026
## Thtpa Thtpa 105663
## Utp15 Utp15 105372
## Xpo4 Xpo4 57258
## Fbxw4 Fbxw4 30838
## Srsf11 Srsf11 69207
## Mtfmt Mtfmt 69606
## Alg3 Alg3 208624
## Zfp51 Zfp51 22709
## Cnrip1 Cnrip1 380686
## Srrd Srrd 70118
## Swap70 Swap70 20947
## Stxbp3 Stxbp3 20912
## Cd22 Cd22 12483
## Pou2f2 Pou2f2 18987
## Slc25a23 Slc25a23 66972
## Zfp687 Zfp687 78266
## Cisd1 Cisd1 52637
## Gmppa Gmppa 69080
## Gltscr1l Gltscr1l <NA>
## Pet100 Pet100 100503890
## Gpr89 Gpr89 67549
## Zfp952 Zfp952 240067
## Rab10 Rab10 19325
## Dhrs7 Dhrs7 66375
## Tlcd2 Tlcd2 380712
## Ascc3 Ascc3 77987
## Zfp871 Zfp871 208292
## Ahsa2 Ahsa2 268390
## Nln Nln 75805
## Sp140 Sp140 434484
## Yeats4 Yeats4 64050
## Gtpbp3 Gtpbp3 70359
## Retsat Retsat 67442
## Tmub1 Tmub1 64295
## Lpar5 Lpar5 381810
## Tcta Tcta 102791
## N6amt1 N6amt1 67768
## Orc3 Orc3 50793
## Fam219b Fam219b 78323
## Kiz Kiz 228730
## Mettl8 Mettl8 228019
## Ocel1 Ocel1 77090
## Gnb1 Gnb1 14688
## Zc3h15 Zc3h15 69082
## Slc25a22 Slc25a22 68267
## Cep78 Cep78 208518
## Xndc1 Xndc1 102443350
## Actb Actb 11461
## Gm5111 Gm5111 330305
## Abca2 Abca2 11305
## Mthfsd Mthfsd 234814
## Sema3g Sema3g 218877
## Znhit6 Znhit6 229937
## Stim2 Stim2 116873
## Brms1l Brms1l 52592
## Yipf2 Yipf2 74766
## Ccdc86 Ccdc86 108673
## 1190002N15Rik 1190002N15Rik <NA>
## Tram1 Tram1 72265
## Cpq Cpq 54381
## 1110065P20Rik 1110065P20Rik 68920
## A830080D01Rik A830080D01Rik <NA>
## 5730408K05Rik 5730408K05Rik 67531
## Hdac5 Hdac5 15184
## Chm Chm 12662
## Rps27 Rps27 57294
## BC064078 BC064078 408064
## Maea Maea 59003
## Bend5 Bend5 67621
## Ptprs Ptprs 19280
## Vps28 Vps28 66914
## Tnfaip1 Tnfaip1 21927
## Cstb Cstb 13014
## Mapkapk3 Mapkapk3 102626
## Fis1 Fis1 66437
## Ifi30 Ifi30 65972
## Qrfp Qrfp 227717
## Baz1b Baz1b 22385
## Hypk Hypk 67693
## Stau2 Stau2 29819
## Igfbp4 Igfbp4 16010
## Snhg12 Snhg12 100039864
## Tmed9 Tmed9 67511
## Inpp5k Inpp5k 19062
## Hcfc1 Hcfc1 15161
## Rnf181 Rnf181 66510
## Tspan15 Tspan15 70423
## Ssr3 Ssr3 67437
## Top1 Top1 21969
## Ptpn18 Ptpn18 19253
## Pgrmc1 Pgrmc1 53328
## Psmd8 Psmd8 57296
## Ugcg Ugcg 22234
## Gpcpd1 Gpcpd1 74182
## Sbds Sbds 66711
## Acsl1 Acsl1 14081
## Scand1 Scand1 19018
## Smarce1 Smarce1 57376
## Tnpo3 Tnpo3 320938
## Skiv2l2 Skiv2l2 <NA>
## Plekhj1 Plekhj1 78670
## Gtf2e2 Gtf2e2 68153
## Larp1 Larp1 73158
## Wdr6 Wdr6 83669
## 2310009A05Rik 2310009A05Rik <NA>
## Setd3 Setd3 52690
## Ift20 Ift20 55978
## Tsr1 Tsr1 104662
## Hipk1 Hipk1 15257
## Arglu1 Arglu1 234023
## Msn Msn 17698
## Pgam5 Pgam5 72542
## Tm2d2 Tm2d2 69742
## Scp2 Scp2 20280
## Pigx Pigx 72084
## Thumpd1 Thumpd1 233802
## Wdr75 Wdr75 73674
## Abhd17b Abhd17b 226016
## Csrp2bp Csrp2bp <NA>
## Scamp3 Scamp3 24045
## Mrps11 Mrps11 67994
## Timm17b Timm17b 21855
## Znhit1 Znhit1 70103
## Bcl9l Bcl9l 80288
## Letm1 Letm1 56384
## Ctcf Ctcf 13018
## A730008H23Rik A730008H23Rik 212427
## Ccdc115 Ccdc115 69668
## Psenen Psenen 66340
## Ahctf1 Ahctf1 226747
## Fam96b Fam96b <NA>
## Mat2a Mat2a 232087
## Rnf4 Rnf4 19822
## Thoc7 Thoc7 66231
## Eif4g2 Eif4g2 13690
## Wdr83 Wdr83 67836
## Mrps6 Mrps6 121022
## Nup160 Nup160 59015
## Cfap36 Cfap36 216618
## Kat5 Kat5 81601
## Jak2 Jak2 16452
## Apip Apip 56369
## Ankle2 Ankle2 71782
## Zfp384 Zfp384 269800
## Stard7 Stard7 99138
## Vps41 Vps41 218035
## Thap11 Thap11 59016
## Hsf1 Hsf1 15499
## Srp68 Srp68 217337
## Arpc4 Arpc4 68089
## Ints4 Ints4 101861
## Mettl17 Mettl17 52535
## Scaf4 Scaf4 224432
## Mcfd2 Mcfd2 193813
## Mapkapk5 Mapkapk5 17165
## Fam207a Fam207a 108707
## Amfr Amfr 23802
## D10Wsu102e D10Wsu102e <NA>
## Map7d1 Map7d1 245877
## Tmem248 Tmem248 71667
## Lypla1 Lypla1 18777
## Dcaf13 Dcaf13 223499
## Zfp740 Zfp740 68744
## Jtb Jtb 23922
## Nfyc Nfyc 18046
## Smim7 Smim7 66818
## Ddx20 Ddx20 53975
## Fbxl19 Fbxl19 233902
## 9430015G10Rik 9430015G10Rik 230996
## Rnf115 Rnf115 67845
## Tsen15 Tsen15 66637
## Blmh Blmh 104184
## Commd10 Commd10 69456
## Smc5 Smc5 226026
## Bcl11a Bcl11a 14025
## Tmbim6 Tmbim6 110213
## Eif2b3 Eif2b3 108067
## Sel1l Sel1l 20338
## Pinx1 Pinx1 72400
## Papss1 Papss1 23971
## Ipo13 Ipo13 230673
## Mapk1 Mapk1 26413
## A230050P20Rik A230050P20Rik <NA>
## Ccnl2 Ccnl2 56036
## C330007P06Rik C330007P06Rik <NA>
## Zfr Zfr 22763
## Vav3 Vav3 57257
## Caml Caml 12328
## Fem1a Fem1a 14154
## Mettl2 Mettl2 52686
## Tmem138 Tmem138 72982
## Rtn4 Rtn4 68585
## Kcnab2 Kcnab2 16498
## Cep192 Cep192 70799
## Tceb1 Tceb1 <NA>
## Golga4 Golga4 54214
## Zfp266 Zfp266 77519
## 1700021F05Rik 1700021F05Rik <NA>
## Xrn1 Xrn1 24127
## Enkd1 Enkd1 102124
## Homer3 Homer3 26558
## Atg16l1 Atg16l1 77040
## Sbno2 Sbno2 216161
## Cdkal1 Cdkal1 68916
## Osbpl2 Osbpl2 228983
## E2f6 E2f6 50496
## Cdadc1 Cdadc1 71891
## Med28 Med28 66999
## Skil Skil 20482
## Mtmr12 Mtmr12 268783
## Ndst2 Ndst2 17423
## Acot8 Acot8 170789
## Ap3m1 Ap3m1 55946
## Amd2 Amd2 100041585
## Lcp1 Lcp1 18826
## Ate1 Ate1 11907
## Zmym3 Zmym3 56364
## Camkk2 Camkk2 207565
## Mib1 Mib1 225164
## Taf4a Taf4a <NA>
## Bap1 Bap1 104416
## Ube2n Ube2n 93765
## Setd2 Setd2 235626
## Kansl2 Kansl2 69612
## Ap4m1 Ap4m1 11781
## Aamdc Aamdc 66273
## Fam98b Fam98b 68215
## Ifrd1 Ifrd1 15982
## Zcchc10 Zcchc10 67966
## Erlec1 Erlec1 66753
## Cmc1 Cmc1 67899
## Elp3 Elp3 74195
## Mtif2 Mtif2 76784
## Sp3 Sp3 20687
## Ube2d2a Ube2d2a 56550
## Aldh2 Aldh2 11669
## Lemd2 Lemd2 224640
## Desi2 Desi2 78825
## Atrnl1 Atrnl1 226255
## Trmt112 Trmt112 67674
## Taf10 Taf10 24075
## Wrap53 Wrap53 216853
## 1200014J11Rik 1200014J11Rik <NA>
## Wdr81 Wdr81 192652
## Kpna6 Kpna6 16650
## Erdr1 Erdr1 170942
## Fopnl Fopnl <NA>
## Ltbp4 Ltbp4 108075
## Arfip2 Arfip2 76932
## Efcab14 Efcab14 230648
## Mettl13 Mettl13 <NA>
## Nfe2l2 Nfe2l2 18024
## Myeov2 Myeov2 <NA>
## Fam3a Fam3a 66294
## Dph2 Dph2 67728
## Prkaca Prkaca 18747
## Cnpy2 Cnpy2 56530
## Cops8 Cops8 108679
## Glt8d1 Glt8d1 76485
## Atrip Atrip 235610
## Smim3 Smim3 106878
## Vapb Vapb 56491
## Napg Napg 108123
## Det1 Det1 76375
## Rbm19 Rbm19 74111
## Elmsan1 Elmsan1 <NA>
## Mri1 Mri1 67873
## Pdik1l Pdik1l 230809
## Atxn2 Atxn2 20239
## Elmo2 Elmo2 140579
## Nucb2 Nucb2 53322
## Ddx28 Ddx28 71986
## Mccc2 Mccc2 78038
## Chd1 Chd1 12648
## Lamtor5 Lamtor5 68576
## LOC100504703 LOC100504703 <NA>
## Nufip1 Nufip1 27275
## Hsh2d Hsh2d 209488
## Lmtk2 Lmtk2 231876
## Ociad1 Ociad1 68095
## Dhx35 Dhx35 71715
## Fbxo45 Fbxo45 268882
## Lamp2 Lamp2 16784
## Arrdc3 Arrdc3 105171
## Dusp5 Dusp5 240672
## Ap5m1 Ap5m1 74385
## Gtf2f2 Gtf2f2 68705
## Usp36 Usp36 72344
## N4bp1 N4bp1 80750
## Htt Htt 15194
## Tdrd7 Tdrd7 100121
## Pusl1 Pusl1 433813
## Dpysl2 Dpysl2 12934
## Snrpb2 Snrpb2 20639
## Ccdc59 Ccdc59 52713
## Gns Gns 75612
## Smarcd1 Smarcd1 83797
## Chrac1 Chrac1 93696
## Dctd Dctd 320685
## Gatad1 Gatad1 67210
## Clns1a Clns1a 12729
## Dctn6 Dctn6 22428
## Prpf31 Prpf31 68988
## Filip1l Filip1l 78749
## Tacc1 Tacc1 320165
## Ugp2 Ugp2 216558
## Zfp207 Zfp207 22680
## Nsfl1c Nsfl1c 386649
## Taok3 Taok3 330177
## B230219D22Rik B230219D22Rik 78521
## Acvr1 Acvr1 11477
## Clta Clta 12757
## Man1b1 Man1b1 227619
## Grk6 Grk6 26385
## Snw1 Snw1 66354
## Ccdc9 Ccdc9 243846
## Msl3 Msl3 17692
## 6430706D22Rik 6430706D22Rik 78605
## Aspscr1 Aspscr1 68938
## Ppp1r12c Ppp1r12c 232807
## Kpna1 Kpna1 16646
## Ccar1 Ccar1 67500
## Stk16 Stk16 20872
## Adam17 Adam17 11491
## Nek7 Nek7 59125
## Ptdss1 Ptdss1 19210
## Map2k2 Map2k2 26396
## Atl3 Atl3 109168
## Trafd1 Trafd1 231712
## l7Rn6 l7Rn6 <NA>
## Atg5 Atg5 11793
## Foxo3 Foxo3 56484
## Timm17a Timm17a 21854
## Alkbh5 Alkbh5 268420
## Trpm7 Trpm7 58800
## Msh5 Msh5 17687
## Pygo2 Pygo2 68911
## Tbc1d15 Tbc1d15 66687
## Llph Llph 66225
## Dera Dera 232449
## Cyth2 Cyth2 19158
## Dapk3 Dapk3 13144
## Yrdc Yrdc 230734
## Mical1 Mical1 171580
## Txlna Txlna 109658
## 9030624J02Rik 9030624J02Rik <NA>
## Sfpq Sfpq 71514
## Med15 Med15 94112
## Tusc3 Tusc3 80286
## Gga1 Gga1 106039
## Pmpca Pmpca 66865
## Ptp4a2 Ptp4a2 19244
## Tapbp Tapbp 21356
## Ttc13 Ttc13 234875
## Trmt2a Trmt2a 15547
## Eif4ebp2 Eif4ebp2 13688
## Dennd1c Dennd1c 70785
## Vps72 Vps72 21427
## Rasa1 Rasa1 218397
## Purb Purb 19291
## Kat8 Kat8 67773
## Plekhb2 Plekhb2 226971
## Sdf4 Sdf4 20318
## Fbxl3 Fbxl3 50789
## Evi2a Evi2a 14017
## Immp1l Immp1l 66541
## Setd1a Setd1a 233904
## Pagr1a Pagr1a 67278
## Esf1 Esf1 66580
## Ppif Ppif 105675
## Tmem219 Tmem219 68742
## Hsp90b1 Hsp90b1 22027
## Tmem251 Tmem251 320351
## Psmg4 Psmg4 69666
## Flot2 Flot2 14252
## Paf1 Paf1 54624
## Etv6 Etv6 14011
## Rce1 Rce1 19671
## R3hcc1 R3hcc1 71843
## Nom1 Nom1 433864
## Pcid2 Pcid2 234069
## Golim4 Golim4 73124
## Mrpl24 Mrpl24 67707
## Egln1 Egln1 112405
## Trappc13 Trappc13 66975
## Ctdp1 Ctdp1 67655
## Usp21 Usp21 30941
## Slc25a28 Slc25a28 246696
## Srek1 Srek1 218543
## Rtca Rtca 66368
## Hadh Hadh 15107
## Ipp Ipp 16351
## Tfap4 Tfap4 83383
## Mnat1 Mnat1 17420
## Rgl1 Rgl1 19731
## Zfp106 Zfp106 20402
## Cgrrf1 Cgrrf1 68755
## Copg1 Copg1 54161
## Pmf1 Pmf1 67037
## Rab2a Rab2a 59021
## 0610037L13Rik 0610037L13Rik <NA>
## Lamtor3 Lamtor3 56692
## Ube3c Ube3c 100763
## Afg3l1 Afg3l1 114896
## Sdccag3 Sdccag3 <NA>
## Ap1s3 Ap1s3 252903
## Sp2 Sp2 78912
## Ip6k2 Ip6k2 76500
## Ccdc43 Ccdc43 52715
## Cacfd1 Cacfd1 381356
## Mms19 Mms19 72199
## Tmem199 Tmem199 195040
## Eif2s3x Eif2s3x 26905
## Zc3h10 Zc3h10 103284
## D8Ertd738e D8Ertd738e 101966
## Actr1a Actr1a 54130
## Polr3c Polr3c 74414
## Spag7 Spag7 216873
## Tmsb10 Tmsb10 19240
## Hiat1 Hiat1 <NA>
## Endou Endou 19011
## Naa60 Naa60 74763
## Mrpl9 Mrpl9 78523
## Sh3bp5l Sh3bp5l 79566
## Zrsr2 Zrsr2 22184
## Champ1 Champ1 101994
## Ermp1 Ermp1 226090
## Fbxo21 Fbxo21 231670
## Serhl Serhl 68607
## Dph6 Dph6 66632
## Rtp4 Rtp4 67775
## Zc3h4 Zc3h4 330474
## Afap1 Afap1 70292
## Suco Suco 226551
## Slc10a7 Slc10a7 76775
## Asun Asun <NA>
## D230025D16Rik D230025D16Rik <NA>
## Fam53c Fam53c 66306
## Timm22 Timm22 56322
## Fam178a Fam178a <NA>
## Pde1b Pde1b 18574
## Brms1 Brms1 107392
## Rbms1 Rbms1 56878
## Caprin1 Caprin1 53872
## Got1 Got1 14718
## Zfp644 Zfp644 52397
## Actr6 Actr6 67019
## Nt5m Nt5m 103850
## Prpf38b Prpf38b 66921
## Fam168a Fam168a 319604
## Gemin5 Gemin5 216766
## Ptcd3 Ptcd3 69956
## D6Wsu163e D6Wsu163e 28040
## Mrps33 Mrps33 14548
## Supv3l1 Supv3l1 338359
## Uchl1 Uchl1 22223
## Ifnar1 Ifnar1 15975
## Hddc3 Hddc3 68695
## BC003331 BC003331 <NA>
## Atp6v1f Atp6v1f 66144
## Etfdh Etfdh 66841
## Elf4 Elf4 56501
## Prpf4 Prpf4 70052
## Abhd12 Abhd12 76192
## Hmgcll1 Hmgcll1 208982
## Aph1a Aph1a 226548
## Csnk2a2 Csnk2a2 13000
## Bid Bid 12122
## Atxn7l1 Atxn7l1 380753
## Ciz1 Ciz1 68379
## Hint3 Hint3 66847
## Paip2 Paip2 67869
## Kbtbd11 Kbtbd11 74901
## Tes Tes 21753
## Cdk5 Cdk5 12568
## Tmem120a Tmem120a 215210
## Calu Calu 12321
## Mapk7 Mapk7 23939
## Mief1 Mief1 239555
## Ctu2 Ctu2 66965
## Prpf18 Prpf18 67229
## Rab35 Rab35 77407
## Ercc3 Ercc3 13872
## Pdpr Pdpr 319518
## Dvl3 Dvl3 13544
## Ubap1 Ubap1 67123
## Sec23a Sec23a 20334
## Strbp Strbp 20744
## Cntrob Cntrob 216846
## Ndufa13 Ndufa13 67184
## Nup98 Nup98 269966
## 1190007I07Rik 1190007I07Rik 544717
## Dcp2 Dcp2 70640
## Gm20605 Gm20605 100316903
## Aebp2 Aebp2 11569
## Krit1 Krit1 79264
## Rbm22 Rbm22 66810
## Cfap20 Cfap20 14894
## Parg Parg 26430
## Ap1ar Ap1ar 211556
## Tmem265 Tmem265 105180375
## Lnpep Lnpep 240028
## Ift80 Ift80 68259
## Cc2d1b Cc2d1b 319965
## Upf1 Upf1 19704
## Acads Acads 11409
## 2610002M06Rik 2610002M06Rik 67028
## Scarb2 Scarb2 12492
## Guf1 Guf1 231279
## Depdc5 Depdc5 277854
## Ints12 Ints12 71793
## Pitpna Pitpna 18738
## Mcoln1 Mcoln1 94178
## Atf6 Atf6 226641
## Iws1 Iws1 73473
## Dnlz Dnlz 52838
## Ddi2 Ddi2 68817
## Ltk Ltk 17005
## Il10ra Il10ra 16154
## Abracl Abracl 73112
## Slc35c2 Slc35c2 228875
## Smg5 Smg5 229512
## Ddx31 Ddx31 227674
## Tmem9 Tmem9 66241
## Btrc Btrc 12234
## Nr2c2ap Nr2c2ap 75692
## Bcl2 Bcl2 12043
## Phf6 Phf6 70998
## Pigo Pigo 56703
## Pinlyp Pinlyp 641361
## Tmf1 Tmf1 232286
## Rrp1 Rrp1 18114
## Cyba Cyba 13057
## Elf2 Elf2 69257
## Pwp1 Pwp1 103136
## Cep97 Cep97 74201
## H2-Bl H2-Bl 14963
## Ap4s1 Ap4s1 11782
## Itm2b Itm2b 16432
## Sde2 Sde2 208768
## Ier5 Ier5 15939
## Nfkb1 Nfkb1 18033
## Bin3 Bin3 57784
## Nrd1 Nrd1 230598
## Nol6 Nol6 230082
## Ahcyl2 Ahcyl2 74340
## Uimc1 Uimc1 20184
## Sesn3 Sesn3 75747
## Epb4.1l2 Epb4.1l2 <NA>
## Fam160b1 Fam160b1 <NA>
## Dnah8 Dnah8 13417
## Synj2bp Synj2bp 24071
## Sfr1 Sfr1 67788
## Brpf1 Brpf1 78783
## Sec23ip Sec23ip 207352
## Mtmr9 Mtmr9 210376
## Lin37 Lin37 75660
## Iigp1 Iigp1 60440
## Atp9a Atp9a 11981
## Mrps2 Mrps2 118451
## Atf2 Atf2 11909
## Sart3 Sart3 53890
## Sec11a Sec11a 56529
## Hnrnph2 Hnrnph2 56258
## Atp13a1 Atp13a1 170759
## Tagln2 Tagln2 21346
## Ube4b Ube4b 63958
## Tysnd1 Tysnd1 71767
## Tbc1d9b Tbc1d9b 76795
## Apopt1 Apopt1 <NA>
## Cluap1 Cluap1 76779
## Ddx56 Ddx56 52513
## Slc15a4 Slc15a4 100561
## Vps4a Vps4a 116733
## Rab1b Rab1b 76308
## Rnf220 Rnf220 66743
## Ldb1 Ldb1 16825
## Phtf1 Phtf1 18685
## Mknk1 Mknk1 17346
## Ggta1 Ggta1 14594
## Parp9 Parp9 80285
## Cox14 Cox14 66379
## Dbnl Dbnl 13169
## Snrnp48 Snrnp48 67797
## Taf1b Taf1b 21340
## H2-Q1 H2-Q1 15006
## Vps51 Vps51 68505
## Crls1 Crls1 66586
## Nfyb Nfyb 18045
## Uba3 Uba3 22200
## Kxd1 Kxd1 75620
## Arpc3 Arpc3 56378
## Ttc9c Ttc9c 70387
## Pcsk7 Pcsk7 18554
## Letmd1 Letmd1 68614
## Haus3 Haus3 231123
## Exosc10 Exosc10 50912
## Sart1 Sart1 20227
## G3bp2 G3bp2 23881
## 9430016H08Rik 9430016H08Rik <NA>
## Ccdc88c Ccdc88c 68339
## Zfp35 Zfp35 22694
## Casp2 Casp2 12366
## Dync1li2 Dync1li2 234663
## Adgre5 Adgre5 26364
## Actr10 Actr10 56444
## Mrgbp Mrgbp 73247
## Ntmt1 Ntmt1 66617
## Dhx38 Dhx38 64340
## Rrs1 Rrs1 59014
## Snora44 Snora44 100217418
## Cklf Cklf 75458
## Ccnk Ccnk 12454
## Usp8 Usp8 84092
## Ccar2 Ccar2 219158
## Usb1 Usb1 101985
## Zfc3h1 Zfc3h1 216345
## Cirh1a Cirh1a <NA>
## Surf1 Surf1 20930
## Prcc Prcc 94315
## Insl6 Insl6 27356
## Galnt3 Galnt3 14425
## Snhg6 Snhg6 73824
## Snora28 Snora28 100316932
## Sppl3 Sppl3 74585
## Actr3 Actr3 74117
## Pag1 Pag1 94212
## Spp1 Spp1 20750
## Ubxn4 Ubxn4 67812
## Heatr1 Heatr1 217995
## Cyb5b Cyb5b 66427
## Tmx4 Tmx4 52837
## Dhx9 Dhx9 13211
## Cep44 Cep44 382010
## Ncdn Ncdn 26562
## Hars2 Hars2 70791
## Gimap9 Gimap9 317758
## Chst12 Chst12 59031
## 4930453N24Rik 4930453N24Rik 67609
## Poldip3 Poldip3 73826
## Mmadhc Mmadhc 109129
## 2810474O19Rik 2810474O19Rik <NA>
## Slc39a9 Slc39a9 328133
## Pxmp4 Pxmp4 59038
## Cobll1 Cobll1 319876
## Phf20 Phf20 228829
## Plod3 Plod3 26433
## Mex3b Mex3b 108797
## Suv420h2 Suv420h2 <NA>
## Gtf3c6 Gtf3c6 67371
## Abcd3 Abcd3 19299
## Psmg2 Psmg2 107047
## Pet117 Pet117 100048644
## Eva1b Eva1b 230752
## 1600012H06Rik 1600012H06Rik 67912
## Ykt6 Ykt6 56418
## Ubfd1 Ubfd1 28018
## Nup214 Nup214 227720
## Rela Rela 19697
## Prdm4 Prdm4 72843
## Agpat6 Agpat6 <NA>
## Nfrkb Nfrkb 235134
## Cntln Cntln 338349
## Dnajc13 Dnajc13 235567
## Haus2 Haus2 66296
## Pxdn Pxdn 69675
## Clic4 Clic4 29876
## Tnfrsf18 Tnfrsf18 21936
## Dedd Dedd 21945
## Ppp4r2 Ppp4r2 232314
## Dok1 Dok1 13448
## Polr3e Polr3e 26939
## Praf2 Praf2 54637
## Hist3h2ba Hist3h2ba <NA>
## Snx17 Snx17 266781
## Zfp317 Zfp317 244713
## Med24 Med24 23989
## Malsu1 Malsu1 75593
## BC023829 BC023829 <NA>
## Rab7 Rab7 19349
## Gnpat Gnpat 14712
## Rabif Rabif 98710
## Pfkp Pfkp 56421
## Fam195b Fam195b <NA>
## Pcca Pcca 110821
## Tor1b Tor1b 30934
## Ppme1 Ppme1 72590
## Senp3 Senp3 80886
## Tubgcp5 Tubgcp5 233276
## Pdcl3 Pdcl3 68833
## Nisch Nisch 64652
## Tmem218 Tmem218 66279
## Gpsm3 Gpsm3 106512
## Zeb1 Zeb1 21417
## Rbm15 Rbm15 229700
## Polrmt Polrmt 216151
## Ube2a Ube2a 22209
## Tmem70 Tmem70 70397
## Snip1 Snip1 76793
## Thumpd3 Thumpd3 14911
## Frmd8 Frmd8 67457
## Caap1 Caap1 67770
## Uqcc1 Uqcc1 56046
## Sugp2 Sugp2 234373
## Rfxap Rfxap 170767
## Atg2a Atg2a 329015
## Tmem131 Tmem131 56030
## Hhex Hhex 15242
## 2210013O21Rik 2210013O21Rik <NA>
## Ccdc66 Ccdc66 320234
## Gtf3c4 Gtf3c4 269252
## Noc3l Noc3l 57753
## Rapgef1 Rapgef1 107746
## Cep70 Cep70 68121
## Tmem165 Tmem165 21982
## Glrx Glrx 93692
## Ankrd10 Ankrd10 102334
## Tada2b Tada2b 231151
## Adnp2 Adnp2 240442
## Ccdc137 Ccdc137 67291
## Slc35a2 Slc35a2 22232
## Bhlhb9 Bhlhb9 70237
## Xpo1 Xpo1 103573
## Spryd4 Spryd4 66701
## Ncoa3 Ncoa3 17979
## Ints2 Ints2 70422
## Hspa13 Hspa13 110920
## Rabggta Rabggta 56187
## Uhrf1bp1l Uhrf1bp1l 75089
## Adck5 Adck5 268822
## Asb13 Asb13 142688
## Casc3 Casc3 192160
## Kti12 Kti12 100087
## Pbdc1 Pbdc1 67683
## Siah1a Siah1a 20437
## Scyl1 Scyl1 78891
## Cetn2 Cetn2 26370
## Max Max 17187
## Vps18 Vps18 228545
## Polr3f Polr3f 70408
## Uqcc3 Uqcc3 107197
## Mtg2 Mtg2 52856
## Pon3 Pon3 269823
## C1galt1c1 C1galt1c1 59048
## Qrsl1 Qrsl1 76563
## Zfp445 Zfp445 235682
## Supt7l Supt7l 72195
## Cspp1 Cspp1 211660
## Med30 Med30 69790
## Hmgxb3 Hmgxb3 106894
## Arhgap12 Arhgap12 75415
## Cebpg Cebpg 12611
## Snapc1 Snapc1 75627
## Slc7a6 Slc7a6 330836
## Relb Relb 19698
## Atp6v0d1 Atp6v0d1 11972
## Smarca2 Smarca2 67155
## Chmp1a Chmp1a 234852
## Tmem260 Tmem260 218989
## AI597479 AI597479 98404
## Csnk1g1 Csnk1g1 214897
## Ankrd16 Ankrd16 320816
## Taf2 Taf2 319944
## Rhobtb2 Rhobtb2 246710
## Fam69b Fam69b <NA>
## Sdhaf3 Sdhaf3 71238
## Qtrtd1 Qtrtd1 <NA>
## Zc3h13 Zc3h13 67302
## 2410004B18Rik 2410004B18Rik 66421
## Herc3 Herc3 73998
## Syf2 Syf2 68592
## Gdap2 Gdap2 14547
## Gtf2h2 Gtf2h2 23894
## Lta4h Lta4h 16993
## Rbm42 Rbm42 68035
## Ccdc6 Ccdc6 76551
## Emc3 Emc3 66087
## Cutc Cutc 66388
## Dennd5a Dennd5a 19347
## Bfar Bfar 67118
## Fam63b Fam63b <NA>
## Ints8 Ints8 72656
## R3hdm4 R3hdm4 109284
## Twistnb Twistnb <NA>
## Rps6kb1 Rps6kb1 72508
## Fancg Fancg 60534
## Tut1 Tut1 70044
## Agps Agps 228061
## Trio Trio 223435
## Glod4 Glod4 67201
## Cxcr4 Cxcr4 12767
## 4930503L19Rik 4930503L19Rik 269033
## Gabarap Gabarap 56486
## Rwdd4a Rwdd4a 192174
## Med12 Med12 59024
## Gsn Gsn 227753
## Ltn1 Ltn1 78913
## Anapc2 Anapc2 99152
## Traf2 Traf2 22030
## Rnaseh1 Rnaseh1 19819
## Ado Ado 211488
## Kif5b Kif5b 16573
## Nckap1l Nckap1l 105855
## March6 March6 <NA>
## Scaf11 Scaf11 72193
## Wdr1 Wdr1 22388
## Plagl2 Plagl2 54711
## Larp4b Larp4b 217980
## Lyl1 Lyl1 17095
## Man2b2 Man2b2 17160
## Wdr91 Wdr91 101240
## Rnf166 Rnf166 68718
## Ubtf Ubtf 21429
## Atg101 Atg101 68118
## Mir6388 Mir6388 102465205
## Cby1 Cby1 73739
## Hnrnpul2 Hnrnpul2 68693
## Clk2 Clk2 12748
## Fam175b Fam175b <NA>
## Rbm33 Rbm33 381626
## Tdp2 Tdp2 56196
## Dynll2 Dynll2 68097
## Rbm45 Rbm45 241490
## Arfgap2 Arfgap2 77038
## Tubgcp4 Tubgcp4 51885
## Foxp4 Foxp4 74123
## Map2k4 Map2k4 26398
## Phax Phax 56698
## Dcaf15 Dcaf15 212123
## Chmp7 Chmp7 105513
## Commd7 Commd7 99311
## Sec23b Sec23b 27054
## Ptpn12 Ptpn12 19248
## Rhot1 Rhot1 59040
## Rab29 Rab29 226422
## Ncstn Ncstn 59287
## Tyw1 Tyw1 100929
## Dnajc3 Dnajc3 100037258
## Ppp3r1 Ppp3r1 19058
## Pdia4 Pdia4 12304
## Taf6 Taf6 21343
## Ppp2r5e Ppp2r5e 26932
## Rbm27 Rbm27 225432
## Cabin1 Cabin1 104248
## Gnl2 Gnl2 230737
## Tmbim4 Tmbim4 68212
## Dido1 Dido1 23856
## Larp4 Larp4 207214
## Nemf Nemf 66244
## Herc4 Herc4 67345
## Aldh18a1 Aldh18a1 56454
## Cdc42se2 Cdc42se2 72729
## Rsph9 Rsph9 75564
## Fam193b Fam193b 212483
## Wdr37 Wdr37 207615
## Terf1 Terf1 21749
## Tex10 Tex10 269536
## Gpalpp1 Gpalpp1 67467
## Rbm34 Rbm34 52202
## Prpf6 Prpf6 68879
## Pex19 Pex19 19298
## Strn4 Strn4 97387
## Bcl2l1 Bcl2l1 12048
## Slc39a11 Slc39a11 69806
## Nus1 Nus1 52014
## Polr1b Polr1b 20017
## Setdb1 Setdb1 84505
## Tax1bp1 Tax1bp1 52440
## Polr3d Polr3d 67065
## Ddx3x Ddx3x 13205
## Tpgs1 Tpgs1 110012
## Zfp395 Zfp395 380912
## Snx19 Snx19 102607
## Hdac3 Hdac3 15183
## Rbm15b Rbm15b 109095
## Ttc37 Ttc37 218343
## Jagn1 Jagn1 67767
## Appbp2 Appbp2 66884
## Sf3b3 Sf3b3 101943
## Mospd1 Mospd1 70380
## Rpap1 Rpap1 68925
## Crip1 Crip1 12925
## Pdhb Pdhb 68263
## Asb8 Asb8 78541
## Tgtp1 Tgtp1 21822
## Hectd3 Hectd3 76608
## Unc119b Unc119b 106840
## Bloc1s6 Bloc1s6 18457
## Nrde2 Nrde2 217827
## Ankrd27 Ankrd27 245886
## Ehmt1 Ehmt1 77683
## Prkcsh Prkcsh 19089
## Matr3 Matr3 17184
## Akirin2 Akirin2 433693
## Whamm Whamm 434204
## Fkbp3 Fkbp3 30795
## Poll Poll 56626
## Igsf8 Igsf8 140559
## Asf1a Asf1a 66403
## Ntpcr Ntpcr 66566
## Pura Pura 19290
## 4930579G24Rik 4930579G24Rik 75939
## Ndufs4 Ndufs4 17993
## Dgcr14 Dgcr14 <NA>
## Preb Preb 50907
## Pi4kb Pi4kb 107650
## Acd Acd 497652
## Fhod1 Fhod1 234686
## Trim44 Trim44 80985
## Dvl2 Dvl2 13543
## 4833420G17Rik 4833420G17Rik 67392
## Ak3 Ak3 56248
## Trmt61a Trmt61a 328162
## Rnf6 Rnf6 74132
## Slc25a51 Slc25a51 230125
## Zfp335 Zfp335 329559
## Lman2 Lman2 66890
## Bphl Bphl 68021
## Crtc2 Crtc2 74343
## Samd4b Samd4b 233033
## Pdxdc1 Pdxdc1 94184
## Eral1 Eral1 57837
## Egln2 Egln2 112406
## Gtf2h1 Gtf2h1 14884
## Srd5a3 Srd5a3 57357
## Acbd3 Acbd3 170760
## Dnajb1 Dnajb1 81489
## 2900097C17Rik 2900097C17Rik <NA>
## Gm17066 Gm17066 <NA>
## Stam Stam 20844
## Msl2 Msl2 77853
## Fiz1 Fiz1 23877
## Nelfb Nelfb 58202
## Nbeal2 Nbeal2 235627
## Srp72 Srp72 66661
## Cox19 Cox19 68033
## Dhx29 Dhx29 218629
## Susd6 Susd6 217684
## Tmem134 Tmem134 66990
## Hgh1 Hgh1 59053
## Dcun1d1 Dcun1d1 114893
## Rasgrp2 Rasgrp2 19395
## Zzz3 Zzz3 108946
## Gripap1 Gripap1 54645
## Phc2 Phc2 54383
## Mtmr4 Mtmr4 170749
## Mark3 Mark3 17169
## Pdia3 Pdia3 14827
## Bloc1s1 Bloc1s1 14533
## Dusp12 Dusp12 80915
## Zbed6 Zbed6 667118
## Psap Psap 19156
## Tmc6 Tmc6 217353
## Smad3 Smad3 17127
## Tsg101 Tsg101 22088
## Slc4a1ap Slc4a1ap 20534
## Polr2g Polr2g 67710
## Foxk1 Foxk1 17425
## Wdr83os Wdr83os 414077
## Rars2 Rars2 109093
## Zscan26 Zscan26 432731
## Ndufb3 Ndufb3 66495
## Polr3a Polr3a 218832
## Cfap97 Cfap97 66756
## Pim2 Pim2 18715
## 2410002F23Rik 2410002F23Rik 668661
## Coa5 Coa5 76178
## Cnot6 Cnot6 104625
## Gtf3c3 Gtf3c3 98488
## Trp53rka Trp53rka 381406
## Slfn2 Slfn2 20556
## Smad5 Smad5 17129
## Nol9 Nol9 74035
## Plcg2 Plcg2 234779
## Rif1 Rif1 51869
## Exoc5 Exoc5 105504
## Lysmd3 Lysmd3 80289
## Pcdhgc3 Pcdhgc3 93706
## Ripk3 Ripk3 56532
## E430025E21Rik E430025E21Rik <NA>
## Scamp4 Scamp4 56214
## Trappc6a Trappc6a 67091
## Derl1 Derl1 67819
## Ube3b Ube3b 117146
## Dctn1 Dctn1 13191
## Chuk Chuk 12675
## Pptc7 Pptc7 320717
## Smad4 Smad4 17128
## Fam73a Fam73a <NA>
## Thop1 Thop1 50492
## BC029722 BC029722 613262
## Zbtb1 Zbtb1 268564
## Psme4 Psme4 103554
## Pmpcb Pmpcb 73078
## Itgav Itgav 16410
## Smpd2 Smpd2 20598
## Cbr1 Cbr1 12408
## Fam120b Fam120b 67544
## Nol11 Nol11 68979
## Slc7a7 Slc7a7 20540
## Ccdc28b Ccdc28b 66264
## Dusp22 Dusp22 105352
## Dhcr7 Dhcr7 13360
## Nkap Nkap 67050
## Stx18 Stx18 71116
## Naa15 Naa15 74838
## Fam122a Fam122a 68034
## Ankrd46 Ankrd46 68839
## Trim35 Trim35 66854
## Nbr1 Nbr1 17966
## Tbpl1 Tbpl1 237336
## Ddx52 Ddx52 78394
## Tefm Tefm 68550
## Galk2 Galk2 69976
## Cox15 Cox15 226139
## Zkscan6 Zkscan6 52712
## Ap5s1 Ap5s1 69596
## Emp1 Emp1 13730
## Hyls1 Hyls1 76832
## Uba6 Uba6 231380
## Paip1 Paip1 218693
## Ercc2 Ercc2 13871
## Thap3 Thap3 69876
## Dot1l Dot1l 208266
## Dcaf4 Dcaf4 73828
## Mavs Mavs 228607
## Dpp8 Dpp8 74388
## Dync1i2 Dync1i2 13427
## Dcaf17 Dcaf17 75763
## Agap2 Agap2 216439
## Raf1 Raf1 110157
## Pik3r5 Pik3r5 320207
## Zfp81 Zfp81 224694
## Tbc1d13 Tbc1d13 70296
## Elac2 Elac2 68626
## Wdr13 Wdr13 73447
## Pole4 Pole4 66979
## Pex2 Pex2 19302
## Soat1 Soat1 20652
## Mphosph8 Mphosph8 75339
## Dzip3 Dzip3 224170
## Pdcd11 Pdcd11 18572
## Serinc3 Serinc3 26943
## Ctnnd1 Ctnnd1 12388
## Cox10 Cox10 70383
## Pip4k2b Pip4k2b 108083
## Phf1 Phf1 21652
## Cwc22 Cwc22 80744
## Aip Aip 11632
## Mllt3 Mllt3 70122
## Plaa Plaa 18786
## Rdh11 Rdh11 17252
## Mrs2 Mrs2 380836
## Ppp5c Ppp5c 19060
## Apool Apool 68117
## Med31 Med31 67279
## Cd55 Cd55 13136
## Rhbdd1 Rhbdd1 76867
## Gmpr2 Gmpr2 105446
## Tmem19 Tmem19 67226
## Rcor1 Rcor1 217864
## Fastk Fastk 66587
## Mis12 Mis12 67139
## Rmnd5a Rmnd5a 68477
## Usp16 Usp16 74112
## Mllt10 Mllt10 17354
## Trabd Trabd 67976
## Pigk Pigk 329777
## Tpd52 Tpd52 21985
## Vps45 Vps45 22365
## Mtg1 Mtg1 212508
## A630001G21Rik A630001G21Rik 319997
## Prcp Prcp 72461
## Zmpste24 Zmpste24 230709
## Pias1 Pias1 56469
## Fcrl1 Fcrl1 229499
## Spopl Spopl 76857
## Ercc1 Ercc1 13870
## Tgs1 Tgs1 116940
## Dennd6a Dennd6a 211922
## Idh2 Idh2 269951
## Hdhd2 Hdhd2 76987
## Ldah Ldah 68832
## Taf13 Taf13 99730
## Zfp219 Zfp219 69890
## Ppp2r2d Ppp2r2d 52432
## Parn Parn 74108
## Akap10 Akap10 56697
## Neurl4 Neurl4 216860
## Haus7 Haus7 73738
## Nvl Nvl 67459
## Zyx Zyx 22793
## Med27 Med27 68975
## Parvg Parvg 64099
## Yaf2 Yaf2 67057
## Rassf3 Rassf3 192678
## Colq Colq 382864
## Ash2l Ash2l 23808
## Coasy Coasy 71743
## Diablo Diablo 66593
## Trim56 Trim56 384309
## Ripk1 Ripk1 19766
## Cryzl1 Cryzl1 66609
## Trnt1 Trnt1 70047
## Qser1 Qser1 99003
## H2-Q9 H2-Q9 110558
## Birc6 Birc6 12211
## Ikbkb Ikbkb 16150
## Acly Acly 104112
## Lmbrd1 Lmbrd1 68421
## Rogdi Rogdi 66049
## Itga4 Itga4 16401
## Ccdc53 Ccdc53 <NA>
## Cirbp Cirbp 12696
## Btbd1 Btbd1 83962
## Crlf3 Crlf3 54394
## Copa Copa 12847
## Fam134c Fam134c <NA>
## Rsrc1 Rsrc1 66880
## Hjurp Hjurp 381280
## Rp2h Rp2h <NA>
## Elavl1 Elavl1 15568
## Mtmr6 Mtmr6 219135
## Tln1 Tln1 21894
## Snx10 Snx10 71982
## Prosc Prosc <NA>
## Zscan21 Zscan21 22697
## Anxa1 Anxa1 16952
## Mtfr1l Mtfr1l 76824
## 1110008P14Rik 1110008P14Rik <NA>
## Trmt10c Trmt10c 52575
## Mbip Mbip 217588
## 2310067B10Rik 2310067B10Rik <NA>
## Fam53a Fam53a 74504
## Shkbp1 Shkbp1 192192
## Ccdc174 Ccdc174 232236
## Rala Rala 56044
## Surf4 Surf4 20932
## Ptp4a3 Ptp4a3 19245
## Sec22b Sec22b 20333
## Socs4 Socs4 67296
## Galns Galns 50917
## Dazap2 Dazap2 23994
## Sbf1 Sbf1 77980
## Ccnt1 Ccnt1 12455
## Thrap3 Thrap3 230753
## Nat2 Nat2 17961
## Ampd2 Ampd2 109674
## Brd8 Brd8 78656
## Pigt Pigt 78928
## Gpn1 Gpn1 74254
## Srsf6 Srsf6 67996
## Slc35b3 Slc35b3 108652
## Itpk1 Itpk1 217837
## Dpf2 Dpf2 19708
## Ccdc134 Ccdc134 76457
## Dpy19l4 Dpy19l4 381510
## Srek1ip1 Srek1ip1 67288
## Timm21 Timm21 67105
## Tgtp2 Tgtp2 100039796
## Slc35e1 Slc35e1 270066
## Ccdc117 Ccdc117 104479
## Ccnd2 Ccnd2 12444
## Psen2 Psen2 19165
## Ttc7b Ttc7b 104718
## Srgap2 Srgap2 14270
## Ralgapa1 Ralgapa1 56784
## Sbk1 Sbk1 104175
## Rnf19b Rnf19b 75234
## Irak4 Irak4 266632
## Smg8 Smg8 74133
## Cnot4 Cnot4 53621
## Ylpm1 Ylpm1 56531
## Fam58b Fam58b <NA>
## Polr3k Polr3k 67005
## Opa1 Opa1 74143
## Emc2 Emc2 66736
## Bcap31 Bcap31 27061
## Dnaja1 Dnaja1 15502
## Fuca1 Fuca1 71665
## Igf2bp3 Igf2bp3 140488
## Dhx32 Dhx32 101437
## Phkg2 Phkg2 68961
## Pot1a Pot1a 101185
## Mast3 Mast3 546071
## Zhx1 Zhx1 22770
## Dtx3l Dtx3l 209200
## Adal Adal 75894
## Pdcd2l Pdcd2l 68079
## Csnk1g3 Csnk1g3 70425
## Rictor Rictor 78757
## Mettl6 Mettl6 67011
## Gbp3 Gbp3 55932
## Spata2 Spata2 263876
## Zfand6 Zfand6 65098
## Tmem179b Tmem179b 67706
## Xist Xist 213742
## Sumo1 Sumo1 22218
## 1810009A15Rik 1810009A15Rik 66276
## Icmt Icmt 57295
## Zfp346 Zfp346 26919
## Thoc2 Thoc2 331401
## Dgka Dgka 13139
## Ipo8 Ipo8 320727
## Grk5 Grk5 14773
## Tmem43 Tmem43 74122
## Tfam Tfam 21780
## Khdrbs1 Khdrbs1 20218
## Nit1 Nit1 27045
## Crebrf Crebrf 77128
## Glmn Glmn 170823
## 4833439L19Rik 4833439L19Rik 97820
## Hps5 Hps5 246694
## Usp12 Usp12 22217
## Ppil2 Ppil2 66053
## Flcn Flcn 216805
## AK010878 AK010878 <NA>
## Galt Galt 14430
## 2510002D24Rik 2510002D24Rik 72307
## Exoc7 Exoc7 53413
## Arhgap26 Arhgap26 71302
## Wdr3 Wdr3 269470
## Parp6 Parp6 67287
## Hsd17b4 Hsd17b4 15488
## Ino80b Ino80b 70020
## Upf3a Upf3a 67031
## Bcas3 Bcas3 192197
## Zfp593 Zfp593 68040
## Ogt Ogt 108155
## Mios Mios 252875
## N4bp2l2 N4bp2l2 381695
## Taf7 Taf7 24074
## Cd164 Cd164 53599
## Fam206a Fam206a <NA>
## Mettl23 Mettl23 74319
## Bmi1 Bmi1 12151
## Mon1b Mon1b 270096
## Alkbh3 Alkbh3 69113
## Slc25a17 Slc25a17 20524
## Sgta Sgta 52551
## Gmeb2 Gmeb2 229004
## Fxr1 Fxr1 14359
## Fkrp Fkrp 243853
## Actr2 Actr2 66713
## Cog2 Cog2 76332
## Pick1 Pick1 18693
## Bloc1s2 Bloc1s2 73689
## Rbm4 Rbm4 19653
## Plekho1 Plekho1 67220
## 4921525O09Rik 4921525O09Rik 74050
## Myo18a Myo18a 360013
## Xiap Xiap 11798
## Sap130 Sap130 269003
## Tmem42 Tmem42 66079
## Gpatch8 Gpatch8 237943
## Ankrd52 Ankrd52 237615
## Kras Kras 16653
## Actr8 Actr8 56249
## Tesk1 Tesk1 21754
## R3hcc1l R3hcc1l 52013
## Usp42 Usp42 76800
## Edem3 Edem3 66967
## Dph5 Dph5 69740
## Mus81 Mus81 71711
## Tmem206 Tmem206 <NA>
## Pim1 Pim1 18712
## Trib3 Trib3 228775
## Ndor1 Ndor1 78797
## Nop56 Nop56 67134
## Tmem176a Tmem176a 66058
## Gmip Gmip 78816
## Ccdc69 Ccdc69 52570
## Tmem80 Tmem80 71448
## Col4a3bp Col4a3bp <NA>
## Ncbp2 Ncbp2 68092
## Lime1 Lime1 72699
## Mcat Mcat 223722
## Tfe3 Tfe3 209446
## Camk2g Camk2g 12325
## Fli1 Fli1 14247
## Gcn1l1 Gcn1l1 <NA>
## 8430419L09Rik 8430419L09Rik <NA>
## Poc5 Poc5 67463
## Fam103a1 Fam103a1 <NA>
## Rnf114 Rnf114 81018
## Nat9 Nat9 66176
## Ercc6 Ercc6 319955
## Exoc1 Exoc1 69940
## Lmbr1l Lmbr1l 74775
## Pgap2 Pgap2 233575
## Zfp280b Zfp280b 64453
## Mical3 Mical3 194401
## Tmem39a Tmem39a 67846
## Terf2ip Terf2ip 57321
## 1700123O20Rik 1700123O20Rik 58248
## Zfp706 Zfp706 68036
## Bicd2 Bicd2 76895
## Zfp746 Zfp746 69228
## Sephs1 Sephs1 109079
## Pcf11 Pcf11 74737
## Rnf144a Rnf144a 108089
## Stk24 Stk24 223255
## Edem2 Edem2 108687
## Hnrnpa0 Hnrnpa0 77134
## Mbtps2 Mbtps2 270669
## Ergic2 Ergic2 67456
## Serinc5 Serinc5 218442
## 9130011E15Rik 9130011E15Rik <NA>
## Arfip1 Arfip1 99889
## Gskip Gskip 66787
## Cntrl Cntrl 26920
## Ptcd2 Ptcd2 68927
## Tmem222 Tmem222 52174
## 1700020I14Rik 1700020I14Rik <NA>
## Wdr59 Wdr59 319481
## Eya3 Eya3 14050
## Mier1 Mier1 71148
## Gid4 Gid4 66771
## Strn3 Strn3 94186
## Naa16 Naa16 66897
## Mtmr3 Mtmr3 74302
## Impad1 Impad1 <NA>
## Heca Heca 380629
## Rspry1 Rspry1 67610
## Dnal4 Dnal4 54152
## Atxn7l3 Atxn7l3 217218
## Rexo1 Rexo1 66932
## Lrrc47 Lrrc47 72946
## Plec Plec 18810
## Supt5 Supt5 20924
## Naa25 Naa25 231713
## Slc43a2 Slc43a2 215113
## Zfp688 Zfp688 69234
## Rabgap1 Rabgap1 227800
## Bloc1s4 Bloc1s4 117197
## Adck1 Adck1 72113
## Mir17hg Mir17hg 75957
## Riok1 Riok1 71340
## Wasf2 Wasf2 242687
## 2610301B20Rik 2610301B20Rik <NA>
## Pacrgl Pacrgl 66768
## Ube2e1 Ube2e1 22194
## Vps13a Vps13a 271564
## Crcp Crcp 12909
## Clasrp Clasrp 53609
## Trappc6b Trappc6b 78232
## BC027231 BC027231 <NA>
## Nmd3 Nmd3 97112
## Alkbh1 Alkbh1 211064
## Icam1 Icam1 15894
## Polm Polm 54125
## Hnrnpr Hnrnpr 74326
## Ankzf1 Ankzf1 52231
## Arl6ip5 Arl6ip5 65106
## Eme2 Eme2 193838
## Snx2 Snx2 67804
## Gpkow Gpkow 209416
## Insr Insr 16337
## Zbtb9 Zbtb9 474156
## Rbbp5 Rbbp5 213464
## Ppp6c Ppp6c 67857
## Ctdspl2 Ctdspl2 329506
## Fam192a Fam192a <NA>
## Sec31a Sec31a 69162
## Nlrc3 Nlrc3 268857
## Nt5dc1 Nt5dc1 319638
## Glud1 Glud1 14661
## Brd9 Brd9 105246
## 0610009O20Rik 0610009O20Rik <NA>
## Sptlc2 Sptlc2 20773
## Rara Rara 19401
## Rtfdc1 Rtfdc1 <NA>
## Ppp2r5a Ppp2r5a 226849
## Ccdc90b Ccdc90b 66365
## Npepl1 Npepl1 228961
## Tm9sf3 Tm9sf3 107358
## Ncoa5 Ncoa5 228869
## Utp3 Utp3 65961
## Znhit2 Znhit2 29805
## Atf5 Atf5 107503
## Usf1 Usf1 22278
## Kif1bp Kif1bp <NA>
## Adi1 Adi1 104923
## 1110012L19Rik 1110012L19Rik <NA>
## Vav2 Vav2 22325
## Eif2ak4 Eif2ak4 27103
## Morc3 Morc3 338467
## Grb2 Grb2 14784
## Trim24 Trim24 21848
## Znf512b Znf512b <NA>
## Hilpda Hilpda 69573
## Cep350 Cep350 74081
## Pex3 Pex3 56535
## Atp2b1 Atp2b1 67972
## Cdc26 Cdc26 66440
## Mvb12a Mvb12a 73711
## Phc1 Phc1 13619
## Fgd2 Fgd2 26382
## Rab3ip Rab3ip 216363
## Vps33a Vps33a 77573
## Rpe Rpe 66646
## Maml2 Maml2 270118
## H2-K2 H2-K2 630499
## Gipc1 Gipc1 67903
## Zfp68 Zfp68 24135
## Stard3nl Stard3nl 76205
## Spred2 Spred2 114716
## Ubap2l Ubap2l 74383
## Erp44 Erp44 76299
## Ppp6r3 Ppp6r3 52036
## Fam92a Fam92a <NA>
## Slc9a8 Slc9a8 77031
## Sfxn3 Sfxn3 94280
## Ahcyl1 Ahcyl1 229709
## Svil Svil 225115
## Maf1 Maf1 68877
## Abcf3 Abcf3 27406
## Atad1 Atad1 67979
## Bag5 Bag5 70369
## Tmem160 Tmem160 69094
## Zfp280d Zfp280d 235469
## Phf14 Phf14 75725
## Pttg1ip Pttg1ip 108705
## Tob2 Tob2 57259
## Vps54 Vps54 245944
## Nin Nin 18080
## Ell Ell 13716
## Ccs Ccs 12460
## Mlx Mlx 21428
## Ccdc127 Ccdc127 67433
## Scrn2 Scrn2 217140
## Echs1 Echs1 93747
## Arhgef3 Arhgef3 71704
## Ap1m1 Ap1m1 11767
## Mllt6 Mllt6 246198
## Sirt6 Sirt6 50721
## Med23 Med23 70208
## Npepps Npepps 19155
## Mfn2 Mfn2 170731
## Nudt16l1 Nudt16l1 66911
## Atp6v0a2 Atp6v0a2 21871
## Zbtb18 Zbtb18 30928
## Tmem209 Tmem209 72649
## Ncoa6 Ncoa6 56406
## 3110040N11Rik 3110040N11Rik 67290
## Trim12c Trim12c 319236
## Rnf219 Rnf219 <NA>
## Zfp652 Zfp652 268469
## Tmem129 Tmem129 68366
## Uckl1 Uckl1 68556
## Zfp326 Zfp326 54367
## Pcnxl3 Pcnxl3 <NA>
## Eapp Eapp 66266
## Cwc25 Cwc25 67480
## Elk3 Elk3 13713
## Ddit3 Ddit3 13198
## Fam204a Fam204a 76539
## Ttc4 Ttc4 72354
## BC029214 BC029214 <NA>
## Serf2 Serf2 378702
## Cops6 Cops6 26893
## Tgif1 Tgif1 21815
## Tmem60 Tmem60 212090
## Pofut1 Pofut1 140484
## Pik3c3 Pik3c3 225326
## Pdzd8 Pdzd8 107368
## Trnau1ap Trnau1ap 71787
## Mettl3 Mettl3 56335
## Osbpl11 Osbpl11 106326
## Fibp Fibp 58249
## Dennd3 Dennd3 105841
## Sap30bp Sap30bp 57230
## Yy1 Yy1 22632
## Asxl1 Asxl1 228790
## Tollip Tollip 54473
## Ik Ik 24010
## Prkra Prkra 23992
## Ubr5 Ubr5 70790
## Atmin Atmin 234776
## Arid4a Arid4a 238247
## Zfp280c Zfp280c 208968
## Jade2 Jade2 76901
## Rps6ka3 Rps6ka3 110651
## Gpn2 Gpn2 100210
## Ube2g1 Ube2g1 67128
## Rab3gap2 Rab3gap2 98732
## Mpp5 Mpp5 <NA>
## Tinf2 Tinf2 28113
## Pisd-ps1 Pisd-ps1 236604
## Ndrg1 Ndrg1 17988
## Fam114a2 Fam114a2 67726
## Polg Polg 18975
## Ovca2 Ovca2 246257
## Tgds Tgds 76355
## Akt2 Akt2 11652
## Nol8 Nol8 70930
## Papola Papola 18789
## Vhl Vhl 22346
## Ptbp3 Ptbp3 230257
## Dock11 Dock11 75974
## Zfp958 Zfp958 233987
## Parp14 Parp14 547253
## Glipr2 Glipr2 384009
## Mef2a Mef2a 17258
## Anapc7 Anapc7 56317
## Dhps Dhps 330817
## Ash1l Ash1l 192195
## Tbcb Tbcb 66411
## Gnpda2 Gnpda2 67980
## Brox Brox 71678
## Whsc1l1 Whsc1l1 <NA>
## Senp5 Senp5 320213
## Ubiad1 Ubiad1 71707
## Myo1g Myo1g 246177
## Pnpla7 Pnpla7 241274
## Fgd6 Fgd6 13998
## Lig3 Lig3 16882
## Slc10a3 Slc10a3 214601
## Fam84b Fam84b <NA>
## Furin Furin 18550
## Osbp Osbp 76303
## Xab2 Xab2 67439
## Hif1a Hif1a 15251
## Tmem9b Tmem9b 56786
## Add3 Add3 27360
## Lipo1 Lipo1 329055
## Rev3l Rev3l 19714
## Emb Emb 13723
## Cdip1 Cdip1 66626
## Tmem57 Tmem57 <NA>
## Eps8 Eps8 13860
## Cggbp1 Cggbp1 106143
## Slu7 Slu7 193116
## Usp30 Usp30 100756
## Cdc40 Cdc40 71713
## Ythdf1 Ythdf1 228994
## Tmem205 Tmem205 235043
## Zdhhc13 Zdhhc13 243983
## Vbp1 Vbp1 22327
## Mbd1 Mbd1 17190
## Cep19 Cep19 66994
## Snx11 Snx11 74479
## Ikbip Ikbip 67454
## Zfyve19 Zfyve19 72008
## Aen Aen 68048
## Dmxl1 Dmxl1 240283
## Dffa Dffa 13347
## Gtpbp8 Gtpbp8 66067
## Tmem194b Tmem194b <NA>
## Vwa5a Vwa5a 67776
## Snapc2 Snapc2 102209
## Zfp141 Zfp141 434178
## Lrrn4 Lrrn4 320974
## Pex13 Pex13 72129
## Laptm5 Laptm5 16792
## Mta2 Mta2 23942
## Cables2 Cables2 252966
## Hcst Hcst 23900
## Zdhhc5 Zdhhc5 228136
## Mbd6 Mbd6 110962
## Nras Nras 18176
## Pnpla2 Pnpla2 66853
## Sbno1 Sbno1 243272
## Ranbp2 Ranbp2 19386
## Pi4k2a Pi4k2a 84095
## Rcbtb2 Rcbtb2 105670
## Setd7 Setd7 73251
## Neu1 Neu1 18010
## Arhgef1 Arhgef1 16801
## Casp7 Casp7 12369
## Sri Sri 109552
## Nomo1 Nomo1 211548
## Zdhhc7 Zdhhc7 102193
## 2810403A07Rik 2810403A07Rik <NA>
## Ap3s2 Ap3s2 11778
## Ralgapb Ralgapb 228850
## Dlg3 Dlg3 53310
## BC005624 BC005624 227707
## Ddx41 Ddx41 72935
## Map3k11 Map3k11 26403
## Kctd13 Kctd13 233877
## Ing3 Ing3 71777
## Ankra2 Ankra2 68558
## Pla2g15 Pla2g15 192654
## Tmem189 Tmem189 <NA>
## Trmt2b Trmt2b 215201
## Pank3 Pank3 211347
## Fam63a Fam63a <NA>
## Recql Recql 19691
## Aff4 Aff4 93736
## Lrrc41 Lrrc41 230654
## Cbx6 Cbx6 494448
## Parl Parl 381038
## Ezh1 Ezh1 14055
## Ccr7 Ccr7 12775
## Ttc21b Ttc21b 73668
## Txndc16 Txndc16 70561
## Rlim Rlim 19820
## Atraid Atraid 381629
## Upf2 Upf2 326622
## Stau1 Stau1 20853
## Snord16a Snord16a 100217453
## Bcl10 Bcl10 12042
## Zdhhc4 Zdhhc4 72881
## 1110037F02Rik 1110037F02Rik <NA>
## Cenpj Cenpj 219103
## Atg2b Atg2b 76559
## Mesdc2 Mesdc2 <NA>
## Cdc42 Cdc42 12540
## Tcirg1 Tcirg1 27060
## Med21 Med21 108098
## Rnf31 Rnf31 268749
## Scin Scin 20259
## Cnst Cnst 226744
## Derl2 Derl2 116891
## Krcc1 Krcc1 57896
## Mov10 Mov10 17454
## Itfg2 Itfg2 101142
## Paxbp1 Paxbp1 67367
## Ebag9 Ebag9 55960
## Brd3 Brd3 67382
## Ppip5k2 Ppip5k2 227399
## Kcmf1 Kcmf1 74287
## Srp14 Srp14 20813
## Mndal Mndal 100040462
## Wdr73 Wdr73 71968
## H2-M3 H2-M3 14991
## Wdr45 Wdr45 54636
## Yipf1 Yipf1 230584
## Cab39 Cab39 12283
## 2010001A14Rik 2010001A14Rik 76516
## Hccs Hccs 15159
## Ice1 Ice1 218333
## Phf8 Phf8 320595
## Ppap2b Ppap2b <NA>
## Patl1 Patl1 225929
## Ttc17 Ttc17 74569
## Ndufaf3 Ndufaf3 66706
## Ufm1 Ufm1 67890
## Hipk3 Hipk3 15259
## Pofut2 Pofut2 80294
## Pds5a Pds5a 71521
## Fbxw7 Fbxw7 50754
## Cpm Cpm 70574
## Cand1 Cand1 71902
## Arf3 Arf3 11842
## Gm17745 Gm17745 432488
## Pcnt Pcnt 18541
## Rrn3 Rrn3 106298
## Zcchc8 Zcchc8 70650
## Cbx2 Cbx2 12416
## Nup88 Nup88 19069
## Gimap5 Gimap5 317757
## Mvp Mvp 78388
## Tubgcp6 Tubgcp6 328580
## Irf2bpl Irf2bpl 238330
## Tox4 Tox4 268741
## Tmco6 Tmco6 71983
## Cldnd1 Cldnd1 224250
## Xpo6 Xpo6 74204
## Dynlrb1 Dynlrb1 67068
## Gsk3b Gsk3b 56637
## Secisbp2l Secisbp2l 70354
## Micu2 Micu2 68514
## Cdk2ap2 Cdk2ap2 52004
## Kctd2 Kctd2 70382
## Aim2 Aim2 383619
## Dnajc7 Dnajc7 56354
## Yipf5 Yipf5 67180
## Cux1 Cux1 13047
## Appl1 Appl1 72993
## Parp10 Parp10 671535
## Atg13 Atg13 51897
## Cog3 Cog3 338337
## Mettl16 Mettl16 67493
## Mplkip Mplkip 66308
## Cyb5d1 Cyb5d1 327951
## Exo5 Exo5 73172
## Hnrnph1 Hnrnph1 59013
## Prrc1 Prrc1 73137
## Scyl2 Scyl2 213326
## Stx16 Stx16 228960
## Xxylt1 Xxylt1 268880
## Marcksl1 Marcksl1 17357
## Stk40 Stk40 74178
## Ccdc55 Ccdc55 <NA>
## Zfp513 Zfp513 101023
## Esyt1 Esyt1 23943
## Zfp131 Zfp131 72465
## Psen1 Psen1 19164
## Nipsnap3b Nipsnap3b 66536
## Ssh1 Ssh1 231637
## Stx4a Stx4a 20909
## Plekha3 Plekha3 83435
## BC037034 BC037034 <NA>
## Gigyf2 Gigyf2 227331
## Tef Tef 21685
## Tmsb15l Tmsb15l 399591
## Pam16 Pam16 66449
## Slc35a3 Slc35a3 229782
## Fkbp1a Fkbp1a 14225
## Zfp451 Zfp451 98403
## Ywhaz Ywhaz 22631
## Pla2g7 Pla2g7 27226
## Shoc2 Shoc2 56392
## Pkig Pkig 18769
## Dtx2 Dtx2 74198
## Zc3h7a Zc3h7a 106205
## Vrk3 Vrk3 101568
## Ssu72 Ssu72 68991
## Zfp865 Zfp865 319748
## Lrrk2 Lrrk2 66725
## Plekho2 Plekho2 102595
## 1810013L24Rik 1810013L24Rik 69053
## Mkln1 Mkln1 27418
## Atp6v1a Atp6v1a 11964
## Inadl Inadl <NA>
## D15Ertd621e D15Ertd621e <NA>
## Tmed10 Tmed10 68581
## Scd1 Scd1 20249
## Rab3gap1 Rab3gap1 226407
## Far1 Far1 67420
## Wwp2 Wwp2 66894
## Stambp Stambp 70527
## Rabep1 Rabep1 54189
## Sh3bgrl3 Sh3bgrl3 73723
## Sdhaf4 Sdhaf4 68002
## Rad1 Rad1 19355
## Ddx50 Ddx50 94213
## Chst15 Chst15 77590
## Rb1cc1 Rb1cc1 12421
## Eftud1 Eftud1 <NA>
## Fam98c Fam98c 73833
## Smim10l1 Smim10l1 381820
## Ing1 Ing1 26356
## Rab22a Rab22a 19334
## Msi2 Msi2 76626
## Pdha1 Pdha1 18597
## Gtf2b Gtf2b 229906
## Arfrp1 Arfrp1 76688
## Zfp655 Zfp655 72611
## Pwwp2a Pwwp2a 70802
## Snx27 Snx27 76742
## Sdhaf1 Sdhaf1 68332
## Ccnl1 Ccnl1 56706
## Tmem186 Tmem186 66690
## H2-Q2 H2-Q2 15013
## Tstd2 Tstd2 272027
## Dcxr Dcxr 67880
## Gga3 Gga3 260302
## Uri1 Uri1 19777
## Tmem214 Tmem214 68796
## Kat6b Kat6b 54169
## Rtf1 Rtf1 76246
## Dapp1 Dapp1 26377
## Atp6ap2 Atp6ap2 70495
## Lrch1 Lrch1 380916
## Mak16 Mak16 67920
## Acap1 Acap1 216859
## Anxa5 Anxa5 11747
## Tep1 Tep1 21745
## Lgals8 Lgals8 56048
## Pde6d Pde6d 18582
## Tprgl Tprgl 67808
## Pdcd4 Pdcd4 18569
## Ifi204 Ifi204 15951
## Bdp1 Bdp1 544971
## Pias2 Pias2 17344
## Dnajb11 Dnajb11 67838
## Bcl9 Bcl9 77578
## Tmub2 Tmub2 72053
## Atxn2l Atxn2l 233871
## Etnk1 Etnk1 75320
## Pign Pign 27392
## Cdkn2aip Cdkn2aip 70925
## Ttc14 Ttc14 67120
## Eid1 Eid1 58521
## Ago1 Ago1 236511
## 5430416N02Rik 5430416N02Rik 100503199
## Nufip2 Nufip2 68564
## Rnf25 Rnf25 57751
## Tnpo2 Tnpo2 212999
## Ankrd13c Ankrd13c 433667
## Cd81 Cd81 12520
## Tmem203 Tmem203 227615
## Zfp64 Zfp64 22722
## Hps4 Hps4 192232
## Lrpap1 Lrpap1 16976
## Scfd1 Scfd1 76983
## H13 H13 14950
## Tiprl Tiprl 226591
## Atad2b Atad2b 320817
## Ints3 Ints3 229543
## Slc25a20 Slc25a20 57279
## Sp1 Sp1 20683
## Ptgr2 Ptgr2 77219
## Vps36 Vps36 70160
## Brf2 Brf2 66653
## Zyg11b Zyg11b 414872
## Sirt1 Sirt1 93759
## Gba2 Gba2 230101
## Mocs3 Mocs3 69372
## Hcfc2 Hcfc2 67933
## Jrkl Jrkl 77532
## Zfp664 Zfp664 269704
## Stim1 Stim1 20866
## Izumo1r Izumo1r 64931
## Trappc11 Trappc11 320714
## Poglut1 Poglut1 224143
## Mdp1 Mdp1 67881
## Wac Wac 225131
## Tcf20 Tcf20 21411
## Cbfb Cbfb 12400
## Ccng2 Ccng2 12452
## Trim33 Trim33 94093
## B9d2 B9d2 232987
## Top3a Top3a 21975
## Arfgef2 Arfgef2 99371
## Oraov1 Oraov1 <NA>
## Farsb Farsb 23874
## Gbas Gbas <NA>
## Nck1 Nck1 17973
## Phf23 Phf23 78246
## Crebzf Crebzf 233490
## Zfp821 Zfp821 75871
## Gprasp1 Gprasp1 67298
## Rundc1 Rundc1 217201
## Dhx36 Dhx36 72162
## Plac8 Plac8 231507
## Slc11a2 Slc11a2 18174
## Ube2b Ube2b 22210
## Trappc8 Trappc8 75964
## Adprm Adprm 66358
## Zfp282 Zfp282 101095
## Brat1 Brat1 231841
## Sin3b Sin3b 20467
## Ncoa1 Ncoa1 17977
## Jmjd6 Jmjd6 107817
## Fgfr1op2 Fgfr1op2 67529
## Rpap2 Rpap2 231571
## Spry2 Spry2 24064
## Sarnp Sarnp 66118
## Rnf14 Rnf14 56736
## Lrch4 Lrch4 231798
## Arf1 Arf1 11840
## Psmb10 Psmb10 19171
## Tbc1d1 Tbc1d1 57915
## H2-K1 H2-K1 14972
## Atf7ip Atf7ip 54343
## Iffo1 Iffo1 320678
## Rragc Rragc 54170
## Akr1b10 Akr1b10 67861
## Dhx33 Dhx33 216877
## Tmem184c Tmem184c 234463
## Creb3 Creb3 12913
## Vcpip1 Vcpip1 70675
## Cipc Cipc 217732
## Srsf5 Srsf5 20384
## Cul4b Cul4b 72584
## Phrf1 Phrf1 101471
## Chsy1 Chsy1 269941
## Gpatch2 Gpatch2 67769
## Capzb Capzb 12345
## Ufd1l Ufd1l <NA>
## Tbc1d10a Tbc1d10a 103724
## Scnm1 Scnm1 69269
## Pank2 Pank2 74450
## Dcp1a Dcp1a 75901
## Wbp1l Wbp1l 226178
## Mob3a Mob3a 208228
## Anapc4 Anapc4 52206
## Sec24c Sec24c 218811
## Zfp830 Zfp830 66983
## Med26 Med26 70625
## Ier3ip1 Ier3ip1 66191
## Ankrd44 Ankrd44 329154
## Pex11b Pex11b 18632
## Dtd1 Dtd1 66044
## 2010111I01Rik 2010111I01Rik <NA>
## Rnf130 Rnf130 59044
## Sphk2 Sphk2 56632
## Mina Mina <NA>
## Gba Gba 14466
## Lxn Lxn 17035
## Tmem185b Tmem185b 226351
## Tor2a Tor2a 30933
## Ralgps2 Ralgps2 78255
## Ddx54 Ddx54 71990
## Bbc3 Bbc3 170770
## Ormdl1 Ormdl1 227102
## Pfdn2 Pfdn2 18637
## Ppp1r15b Ppp1r15b 108954
## Dda1 Dda1 66498
## Rnf138 Rnf138 56515
## Pskh1 Pskh1 244631
## Evi2b Evi2b 216984
## Capza1 Capza1 12340
## Nrbf2 Nrbf2 641340
## Fancm Fancm 104806
## Spop Spop 20747
## Rnf121 Rnf121 75212
## Pygb Pygb 110078
## Atxn10 Atxn10 54138
## Prr14l Prr14l 215476
## Hps3 Hps3 12807
## Wdr33 Wdr33 74320
## Ppfia1 Ppfia1 233977
## Arl2bp Arl2bp 107566
## Tmem223 Tmem223 66836
## Cdhr2 Cdhr2 268663
## Pgm1 Pgm1 72157
## Cacul1 Cacul1 78832
## Fip1l1 Fip1l1 66899
## Pla2g12a Pla2g12a 66350
## Arfgap1 Arfgap1 228998
## Hltf Hltf 20585
## Stk11ip Stk11ip 71728
## Ppil3 Ppil3 70225
## Tfip11 Tfip11 54723
## Mex3a Mex3a 72640
## Rreb1 Rreb1 68750
## Atrx Atrx 22589
## Rab5c Rab5c 19345
## Dnajc10 Dnajc10 66861
## Ankmy2 Ankmy2 217473
## Acox3 Acox3 80911
## Gabpa Gabpa 14390
## Stat5a Stat5a 20850
## Rftn2 Rftn2 74013
## Zfp787 Zfp787 67109
## Eri3 Eri3 140546
## Trmt5 Trmt5 76357
## Nfu1 Nfu1 56748
## Prkx Prkx 19108
## Fbxo6 Fbxo6 50762
## Armc10 Armc10 67211
## Cited2 Cited2 17684
## Necap1 Necap1 67602
## E330009J07Rik E330009J07Rik <NA>
## Gpatch2l Gpatch2l 70373
## Zbtb11 Zbtb11 271377
## Edrf1 Edrf1 214764
## Zfp143 Zfp143 20841
## Trim32 Trim32 69807
## Wdr20 Wdr20 69641
## Naa35 Naa35 78689
## Rab8a Rab8a 17274
## Fam45a Fam45a <NA>
## Nek9 Nek9 217718
## Atp10d Atp10d 231287
## Phtf2 Phtf2 68770
## Cpne1 Cpne1 266692
## Erbb2ip Erbb2ip <NA>
## Chmp2b Chmp2b 68942
## Prpsap2 Prpsap2 212627
## Pum2 Pum2 80913
## Cdk5rap2 Cdk5rap2 214444
## Gak Gak 231580
## Zbtb7a Zbtb7a 16969
## Ranbp9 Ranbp9 56705
## Mpp1 Mpp1 17524
## Vti1b Vti1b 53612
## Ppm1d Ppm1d 53892
## Pnpla8 Pnpla8 67452
## Ndufb2 Ndufb2 68198
## Gnl3l Gnl3l 237107
## Lamtor2 Lamtor2 83409
## Phf20l1 Phf20l1 239510
## Madd Madd 228355
## Atp5sl Atp5sl <NA>
## Gys1 Gys1 14936
## Gsap Gsap 212167
## Cflar Cflar 12633
## Gas2l3 Gas2l3 237436
## Nr2c2 Nr2c2 22026
## Zfp956 Zfp956 101197
## Rprd2 Rprd2 75137
## Arf6 Arf6 11845
## Cnpy4 Cnpy4 66455
## Fermt3 Fermt3 108101
## Fam179b Fam179b <NA>
## Tns3 Tns3 319939
## Zfp260 Zfp260 26466
## Fbxw5 Fbxw5 30839
## Trappc5 Trappc5 66682
## Galnt12 Galnt12 230145
## Ythdf2 Ythdf2 213541
## Ppp1r10 Ppp1r10 52040
## Gtf2e1 Gtf2e1 74197
## Gtf2i Gtf2i 14886
## Eif4g3 Eif4g3 230861
## Cr1l Cr1l 12946
## Dctn3 Dctn3 53598
## Fam172a Fam172a 68675
## Cpsf3 Cpsf3 54451
## Por Por 18984
## Ngrn Ngrn 83485
## Xrcc1 Xrcc1 22594
## 2210018M11Rik 2210018M11Rik <NA>
## Snrnp35 Snrnp35 76167
## Ddx24 Ddx24 27225
## Hif1an Hif1an 319594
## Pip5k1a Pip5k1a 18720
## Snd1 Snd1 56463
## Klc2 Klc2 16594
## Ep400 Ep400 75560
## Zdhhc24 Zdhhc24 70605
## Mrpl10 Mrpl10 107732
## Zfp553 Zfp553 233887
## Tpr Tpr 108989
## 2310047M10Rik 2310047M10Rik <NA>
## Trappc12 Trappc12 217449
## Gfm2 Gfm2 320806
## Ss18 Ss18 268996
## Gsdmd Gsdmd 69146
## Sptlc1 Sptlc1 268656
## Ufl1 Ufl1 67490
## Gimap6 Gimap6 231931
## Dyrk1b Dyrk1b 13549
## Cc2d1a Cc2d1a 212139
## Orai3 Orai3 269999
## Ndufa3 Ndufa3 66091
## Pigs Pigs 276846
## Fam132a Fam132a <NA>
## Cmtm7 Cmtm7 102545
## Dmtf1 Dmtf1 23857
## Ints6 Ints6 18130
## Dgcr2 Dgcr2 13356
## Ppp2r2a Ppp2r2a 71978
## Tbc1d23 Tbc1d23 67581
## Tnks Tnks 21951
## Sec24b Sec24b 99683
## Tshz1 Tshz1 110796
## Tmx3 Tmx3 67988
## Orc4 Orc4 26428
## Etv3 Etv3 27049
## Atxn7 Atxn7 246103
## Mynn Mynn 80732
## Atp9b Atp9b 50771
## Cdkn1b Cdkn1b 12576
## Rbmx Rbmx 19655
## Polb Polb 18970
## Hdac2 Hdac2 15182
## Szrd1 Szrd1 213491
## Ikbkap Ikbkap <NA>
## Zc3h7b Zc3h7b 20286
## Fam198a Fam198a <NA>
## Tm9sf4 Tm9sf4 99237
## Fxr2 Fxr2 23879
## Mpv17 Mpv17 17527
## Gdi1 Gdi1 14567
## Mgrn1 Mgrn1 17237
## Ciao1 Ciao1 26371
## Csf2ra Csf2ra 12982
## Kctd3 Kctd3 226823
## AW549877 AW549877 <NA>
## Kbtbd4 Kbtbd4 67136
## Sepp1 Sepp1 <NA>
## Agpat3 Agpat3 28169
## Phospho2 Phospho2 73373
## Stoml1 Stoml1 69106
## Pi4ka Pi4ka 224020
## Sec62 Sec62 69276
## Aktip Aktip 14339
## Itm2c Itm2c 64294
## Marf1 Marf1 223989
## Abhd8 Abhd8 64296
## Fam189b Fam189b 68521
## Idnk Idnk 75731
## Pld4 Pld4 104759
## Mnt Mnt 17428
## Yme1l1 Yme1l1 27377
## Slc25a12 Slc25a12 78830
## Ezh2 Ezh2 14056
## AI846148 AI846148 <NA>
## Fbxl20 Fbxl20 72194
## Zfp191 Zfp191 <NA>
## Usp9x Usp9x 22284
## Ggps1 Ggps1 14593
## Tti2 Tti2 234138
## Pxk Pxk 218699
## Ift52 Ift52 245866
## Fam13b Fam13b 225358
## C2cd3 C2cd3 277939
## Nub1 Nub1 53312
## Slc4a2 Slc4a2 20535
## Gpr137 Gpr137 107173
## Wrnip1 Wrnip1 78903
## Strada Strada 72149
## Tcf25 Tcf25 66855
## Zfp810 Zfp810 235050
## Ep300 Ep300 328572
## Rcn2 Rcn2 26611
## Lemd3 Lemd3 380664
## Dicer1 Dicer1 192119
## Ntan1 Ntan1 18203
## Bcor Bcor 71458
## Atxn3 Atxn3 110616
## C920025E04Rik C920025E04Rik <NA>
## Zfp407 Zfp407 240476
## Rdh14 Rdh14 105014
## 2310045N01Rik 2310045N01Rik <NA>
## Mettl10 Mettl10 <NA>
## Limk2 Limk2 16886
## Atp11c Atp11c 320940
## Pum1 Pum1 80912
## Zfp12 Zfp12 231866
## Avl9 Avl9 78937
## Gmfb Gmfb 63985
## Zfp217 Zfp217 228913
## Dnajb9 Dnajb9 27362
## Zbtb33 Zbtb33 56805
## Arhgef18 Arhgef18 102098
## Zbtb2 Zbtb2 381990
## Mon2 Mon2 67074
## Was Was 22376
## Golgb1 Golgb1 224139
## L3mbtl3 L3mbtl3 237339
## Peli1 Peli1 67245
## Yif1a Yif1a 68090
## Cnnm3 Cnnm3 94218
## Zfp961 Zfp961 234413
## Zdhhc21 Zdhhc21 68268
## Tnfaip8l2 Tnfaip8l2 69769
## Epc2 Epc2 227867
## Bcat1 Bcat1 12035
## Gne Gne 50798
## Ssh3 Ssh3 245857
## Cbll1 Cbll1 104836
## Spty2d1 Spty2d1 101685
## Pbrm1 Pbrm1 66923
## Parp8 Parp8 52552
## Npc2 Npc2 67963
## Trappc3 Trappc3 27096
## Commd8 Commd8 27784
## Zfp212 Zfp212 232784
## Marc2 Marc2 <NA>
## Ift22 Ift22 67286
## Orai1 Orai1 109305
## Bcl2l2 Bcl2l2 12050
## Zc3h14 Zc3h14 75553
## Prex1 Prex1 277360
## Adck4 Adck4 <NA>
## Zfp935 Zfp935 71508
## Trim21 Trim21 20821
## 2610507B11Rik 2610507B11Rik 72503
## Stard3 Stard3 59045
## Golga2 Golga2 99412
## Sox12 Sox12 20667
## Slc25a46 Slc25a46 67453
## Ccdc32 Ccdc32 269336
## S100a11 S100a11 20195
## Tet3 Tet3 194388
## Senp7 Senp7 66315
## Gpbp1l1 Gpbp1l1 77110
## Bcar3 Bcar3 29815
## Slc16a5 Slc16a5 217316
## Slc7a6os Slc7a6os 66432
## Pddc1 Pddc1 <NA>
## Mbtd1 Mbtd1 103537
## A430078G23Rik A430078G23Rik <NA>
## Fra10ac1 Fra10ac1 70567
## Gigyf1 Gigyf1 57330
## H2-Q5 H2-Q5 15016
## Csnk2a1 Csnk2a1 12995
## Mterf3 Mterf3 66410
## Ppcs Ppcs 106564
## Snapc3 Snapc3 77634
## Ankhd1 Ankhd1 108857
## Man1a2 Man1a2 17156
## Usp47 Usp47 74996
## Rufy3 Rufy3 52822
## S100a10 S100a10 20194
## Tor3a Tor3a 30935
## Rsbn1 Rsbn1 229675
## Rft1 Rft1 328370
## Creb1 Creb1 12912
## Cep120 Cep120 225523
## 1500011K16Rik 1500011K16Rik <NA>
## Cnot8 Cnot8 69125
## Zbtb6 Zbtb6 241322
## Helz2 Helz2 229003
## Mob1a Mob1a 232157
## Flad1 Flad1 319945
## 1810022K09Rik 1810022K09Rik <NA>
## Pigv Pigv 230801
## Tspyl2 Tspyl2 52808
## Gbp2b Gbp2b 14468
## Zfp146 Zfp146 26465
## Sprtn Sprtn 244666
## Cyld Cyld 74256
## Lrrc14 Lrrc14 223664
## Natd1 Natd1 24083
## Pdcl Pdcl 67466
## Lpgat1 Lpgat1 226856
## Arhgap18 Arhgap18 73910
## Sh3pxd2a Sh3pxd2a 14218
## Dbt Dbt 13171
## Il2rg Il2rg 16186
## Uap1l1 Uap1l1 227620
## Wbp4 Wbp4 22380
## Mfap3 Mfap3 216760
## Pak2 Pak2 224105
## Gtf3c1 Gtf3c1 233863
## Surf6 Surf6 20935
## Rnf40 Rnf40 233900
## Zfp87 Zfp87 170763
## Rbm18 Rbm18 67889
## Rbbp6 Rbbp6 19647
## Esco1 Esco1 77805
## Tmem5 Tmem5 <NA>
## Coro1b Coro1b 23789
## Map2k7 Map2k7 26400
## Bet1 Bet1 12068
## Akap11 Akap11 219181
## Scaf1 Scaf1 233208
## Gnaq Gnaq 14682
## Rab43 Rab43 69834
## Aldh1b1 Aldh1b1 72535
## Ankrd63 Ankrd63 383787
## Pxn Pxn 19303
## Gosr2 Gosr2 56494
## Fyttd1 Fyttd1 69823
## Rcn1 Rcn1 19672
## Ube2d3 Ube2d3 66105
## Taz Taz <NA>
## Mat2b Mat2b 108645
## Uhmk1 Uhmk1 16589
## Fam193a Fam193a 231128
## Rras2 Rras2 66922
## Pomgnt1 Pomgnt1 68273
## Gatad2b Gatad2b 229542
## Asxl2 Asxl2 75302
## Golga5 Golga5 27277
## Vamp4 Vamp4 53330
## Angel2 Angel2 52477
## Jund Jund 16478
## Pygl Pygl 110095
## Zfp236 Zfp236 329002
## Trp53bp2 Trp53bp2 209456
## Rnf215 Rnf215 71673
## Rnf34 Rnf34 80751
## Tmsb15b1 Tmsb15b1 666244
## Rchy1 Rchy1 68098
## Tgfbr1 Tgfbr1 21812
## Pex14 Pex14 56273
## Ndst1 Ndst1 15531
## Ctps2 Ctps2 55936
## Rgs19 Rgs19 56470
## Mfge8 Mfge8 17304
## Asb2 Asb2 65256
## Cdc42se1 Cdc42se1 57912
## Faim Faim 23873
## Rexo4 Rexo4 227656
## Vta1 Vta1 66201
## Gtpbp6 Gtpbp6 107999
## Ugdh Ugdh 22235
## Zmym5 Zmym5 219105
## Nmi Nmi 64685
## Ikbkg Ikbkg 16151
## Kdm4b Kdm4b 193796
## Kctd10 Kctd10 330171
## Clip1 Clip1 56430
## Ndnl2 Ndnl2 <NA>
## Scimp Scimp 327957
## Ankib1 Ankib1 70797
## Atp6v1g1 Atp6v1g1 66290
## Zkscan3 Zkscan3 72739
## Ctdnep1 Ctdnep1 67181
## Dip2b Dip2b 239667
## Brd1 Brd1 223770
## Dis3l2 Dis3l2 208718
## Pias3 Pias3 229615
## H2-Q8 H2-Q8 15019
## Ube2q1 Ube2q1 70093
## 1810043H04Rik 1810043H04Rik <NA>
## Gpsm1 Gpsm1 67839
## Bccip Bccip 66165
## Use1 Use1 67023
## Ubn1 Ubn1 170644
## Selt Selt <NA>
## Rlf Rlf 109263
## Rsf1 Rsf1 233532
## Vwa8 Vwa8 219189
## Rnpepl1 Rnpepl1 108657
## Zfp397 Zfp397 69256
## Smarcad1 Smarcad1 13990
## Hexa Hexa 15211
## Rnf216 Rnf216 108086
## Hmg20a Hmg20a 66867
## Obfc1 Obfc1 <NA>
## Hibch Hibch 227095
## Lats1 Lats1 16798
## Nudt16 Nudt16 75686
## Sgpl1 Sgpl1 20397
## Mdm1 Mdm1 17245
## Mta1 Mta1 116870
## Cyhr1 Cyhr1 54151
## H2-D1 H2-D1 14964
## Map3k5 Map3k5 26408
## Inppl1 Inppl1 16332
## Taf1a Taf1a 21339
## Mir5133 Mir5133 100628602
## Mecp2 Mecp2 17257
## Tmem87a Tmem87a 211499
## Ccdc50 Ccdc50 67501
## Trim14 Trim14 74735
## Tspan31 Tspan31 67125
## Reps1 Reps1 19707
## Pls3 Pls3 102866
## Dennd1b Dennd1b 329260
## Klhl17 Klhl17 231003
## Vps53 Vps53 68299
## Smo Smo 319757
## Hopx Hopx 74318
## Toporsos Toporsos <NA>
## Mterf2 Mterf2 74238
## Lrmp Lrmp <NA>
## Bod1l Bod1l 665775
## Pigm Pigm 67556
## Aftph Aftph 216549
## Scyl3 Scyl3 240880
## Otud4 Otud4 73945
## BC005537 BC005537 79555
## Pggt1b Pggt1b 225467
## Gcc2 Gcc2 70297
## Tra2a Tra2a 101214
## Uck1 Uck1 22245
## Sp110 Sp110 109032
## Slc50a1 Slc50a1 19729
## Exosc3 Exosc3 66362
## Churc1 Churc1 211151
## Setd1b Setd1b 208043
## Supt6 Supt6 20926
## Flii Flii 14248
## Kansl3 Kansl3 226976
## Rbm26 Rbm26 74213
## Trpc4ap Trpc4ap 56407
## Zranb1 Zranb1 360216
## Rock1 Rock1 19877
## Snx6 Snx6 72183
## Zbtb8os Zbtb8os 67106
## Sae1 Sae1 56459
## Rapgef5 Rapgef5 217944
## Chic2 Chic2 74277
## 9930021J03Rik 9930021J03Rik 240613
## Zfp654 Zfp654 72020
## Nfe2l1 Nfe2l1 18023
## Chchd7 Chchd7 66433
## Rnf135 Rnf135 71956
## H2-Q10 H2-Q10 15007
## Eps15l1 Eps15l1 13859
## Tcf7 Tcf7 21414
## Zfp777 Zfp777 72306
## Atp6v1d Atp6v1d 73834
## Actr5 Actr5 109275
## Galnt7 Galnt7 108150
## Pitpnm2 Pitpnm2 19679
## Llgl1 Llgl1 16897
## Ubxn7 Ubxn7 224111
## Patz1 Patz1 56218
## Pecam1 Pecam1 18613
## Pik3r6 Pik3r6 104709
## Ammecr1l Ammecr1l 225339
## Dhx8 Dhx8 217207
## Fam216a Fam216a 68948
## Phf3 Phf3 213109
## Naa30 Naa30 70646
## Zfp69 Zfp69 381549
## Pvt1 Pvt1 19296
## Kdm3a Kdm3a 104263
## Mien1 Mien1 103742
## Fnbp1 Fnbp1 14269
## Tctex1d2 Tctex1d2 <NA>
## Usp34 Usp34 17847
## Itfg1 Itfg1 71927
## 1600014C10Rik 1600014C10Rik 72244
## Repin1 Repin1 58887
## Apc Apc 11789
## Hes5 Hes5 15208
## H2-Q7 H2-Q7 15018
## Nfkb2 Nfkb2 18034
## Irf2bp1 Irf2bp1 272359
## Zbed3 Zbed3 72114
## Crebbp Crebbp 12914
## Lgr5 Lgr5 14160
## Alkbh6 Alkbh6 233065
## Litaf Litaf 56722
## Zmynd11 Zmynd11 66505
## Tmem50b Tmem50b 77975
## Dcaf7 Dcaf7 71833
## Lrp6 Lrp6 16974
## Uspl1 Uspl1 231915
## Zeb2 Zeb2 24136
## Atg12 Atg12 67526
## Fbxo38 Fbxo38 107035
## Zfx Zfx 22764
## Slc37a2 Slc37a2 56857
## Zzef1 Zzef1 195018
## Cpsf7 Cpsf7 269061
## Clcn4-2 Clcn4-2 <NA>
## Tnfrsf26 Tnfrsf26 244237
## Gbp2 Gbp2 14469
## Rgs2 Rgs2 19735
## Cd244 Cd244 <NA>
## Psrc1 Psrc1 56742
## Zfp868 Zfp868 234362
## Ywhag Ywhag 22628
## Ly9 Ly9 17085
## Dnajc14 Dnajc14 74330
## Cxcr5 Cxcr5 12145
## Sfswap Sfswap 231769
## Terf2 Terf2 21750
## Arhgap10 Arhgap10 78514
## Cd69 Cd69 12515
## Sirt7 Sirt7 209011
## Edc4 Edc4 234699
## Tpp2 Tpp2 22019
## Yeats2 Yeats2 208146
## Tmed5 Tmed5 73130
## Fam160b2 Fam160b2 <NA>
## Rmnd1 Rmnd1 66084
## Ube3a Ube3a 22215
## Hivep3 Hivep3 16656
## Zkscan14 Zkscan14 67235
## Shprh Shprh 268281
## Fbxw11 Fbxw11 103583
## Pisd Pisd 320951
## Smarca5 Smarca5 93762
## Chchd5 Chchd5 66170
## Armc5 Armc5 233912
## Mark4 Mark4 232944
## Tnrc6a Tnrc6a 233833
## Usp48 Usp48 170707
## Ktn1 Ktn1 16709
## Zap70 Zap70 22637
## Ccnt2 Ccnt2 72949
## Pcyox1 Pcyox1 66881
## Irs2 Irs2 384783
## Exoc2 Exoc2 66482
## Stx6 Stx6 58244
## Slc30a5 Slc30a5 69048
## Ddx46 Ddx46 212880
## Exoc3 Exoc3 211446
## Rap2b Rap2b 74012
## Tapbpl Tapbpl 213233
## 0610030E20Rik 0610030E20Rik 68364
## Tug1 Tug1 544752
## Cant1 Cant1 76025
## Ceacam1 Ceacam1 26365
## Ptpn6 Ptpn6 15170
## Btbd10 Btbd10 68815
## Celsr1 Celsr1 12614
## Syne3 Syne3 212073
## Zc3h11a Zc3h11a 70579
## Dlgap4 Dlgap4 228836
## Bcl2l12 Bcl2l12 75736
## Chd7 Chd7 320790
## Tspyl1 Tspyl1 22110
## Ddx47 Ddx47 67755
## Chtop Chtop 66511
## Mdn1 Mdn1 100019
## B3glct B3glct 381694
## Shisa5 Shisa5 66940
## Golga3 Golga3 269682
## Ulk2 Ulk2 29869
## Rnf38 Rnf38 73469
## Ttc3 Ttc3 22129
## Cdc25b Cdc25b 12531
## Fam35a Fam35a <NA>
## Tmem168 Tmem168 101118
## Hnrnpdl Hnrnpdl 50926
## Arl6ip1 Arl6ip1 54208
## Lnx2 Lnx2 140887
## Zmym2 Zmym2 76007
## Dnajc5 Dnajc5 13002
## Fzd6 Fzd6 14368
## Vimp Vimp <NA>
## Gm16973 Gm16973 100503823
## Szt2 Szt2 230676
## Maml3 Maml3 433586
## Bcl7b Bcl7b 12054
## Ubr1 Ubr1 22222
## Pou2f1 Pou2f1 18986
## Slc4a7 Slc4a7 218756
## Ttc33 Ttc33 67515
## Zfp148 Zfp148 22661
## Casp6 Casp6 12368
## Irak3 Irak3 73914
## Sh2d5 Sh2d5 230863
## Tmed7 Tmed7 66676
## Ccdc88b Ccdc88b 78317
## Btk Btk 12229
## Unk Unk 217331
## Gm8909 Gm8909 667977
## Edem1 Edem1 192193
## Rsrc2 Rsrc2 208606
## Fbxl8 Fbxl8 50788
## Zfp507 Zfp507 668501
## Gas8 Gas8 104346
## Mnd1 Mnd1 76915
## Araf Araf 11836
## Ric1 Ric1 226089
## Stag2 Stag2 20843
## Pde9a Pde9a 18585
## Plekhg2 Plekhg2 101497
## Tmem230 Tmem230 70612
## Ankrd17 Ankrd17 81702
## Zscan25 Zscan25 666311
## Sike1 Sike1 66641
## Serpinb1a Serpinb1a 66222
## Prep Prep 19072
## Il12a Il12a 16159
## Txnrd1 Txnrd1 50493
## Foxj3 Foxj3 230700
## Mr1 Mr1 15064
## Mxd4 Mxd4 17122
## Col27a1 Col27a1 373864
## Smim19 Smim19 102032
## Dars Dars 226414
## Tbl1x Tbl1x 21372
## Serpina3f Serpina3f 238393
## Lin52 Lin52 217708
## Mtmr1 Mtmr1 53332
## Ppid Ppid 67738
## Anks3 Anks3 72615
## Chtf8 Chtf8 214987
## Nipal3 Nipal3 74552
## Zfp281 Zfp281 226442
## Tmem255a Tmem255a 245386
## Cecr2 Cecr2 330409
## Dlx1 Dlx1 13390
## Znrf1 Znrf1 170737
## Impa1 Impa1 55980
## Dnajb5 Dnajb5 56323
## Phf21a Phf21a 192285
## Pramef8 Pramef8 <NA>
## Chpf2 Chpf2 100910
## Urb2 Urb2 382038
## Arl11 Arl11 219144
## Tmem180 Tmem180 <NA>
## Crkl Crkl 12929
## Rbl2 Rbl2 19651
## Smcr8 Smcr8 237782
## Zbtb17 Zbtb17 22642
## Trak1 Trak1 67095
## Pank4 Pank4 269614
## Rnf167 Rnf167 70510
## Stat3 Stat3 20848
## Mafk Mafk 17135
## Clec2i Clec2i 93675
## Celf2 Celf2 14007
## Mcm3ap Mcm3ap 54387
## Ppp6r1 Ppp6r1 243819
## Sec11c Sec11c 66286
## Helz Helz 78455
## Zfp869 Zfp869 66869
## Ano10 Ano10 102566
## Slc38a1 Slc38a1 105727
## Amotl1 Amotl1 75723
## Apaf1 Apaf1 11783
## Mylip Mylip 218203
## Esrra Esrra 26379
## Kmt2b Kmt2b 75410
## Mia3 Mia3 338366
## Manea Manea 242362
## Sh2d2a Sh2d2a 27371
## Lrrc8d Lrrc8d 231549
## Tbk1 Tbk1 56480
## Itch Itch 16396
## Heg1 Heg1 77446
## Ndfip2 Ndfip2 76273
## Cyp4f18 Cyp4f18 72054
## Ogfrl1 Ogfrl1 70155
## Slc38a10 Slc38a10 72055
## Alg2 Alg2 56737
## Rab2b Rab2b 76338
## Huwe1 Huwe1 59026
## Pan3 Pan3 72587
## Zcchc2 Zcchc2 227449
## Zfp638 Zfp638 18139
## Stap1 Stap1 56792
## Ankrd28 Ankrd28 105522
## Cstf1 Cstf1 67337
## Arid2 Arid2 77044
## Pink1 Pink1 68943
## Sharpin Sharpin 106025
## Zbtb24 Zbtb24 268294
## Fnbp4 Fnbp4 55935
## Ppp3ca Ppp3ca 19055
## Atp10a Atp10a 11982
## Rfk Rfk 54391
## Vps39 Vps39 269338
## Rnf44 Rnf44 105239
## Pik3c2a Pik3c2a 18704
## Mkl1 Mkl1 <NA>
## Mex3c Mex3c 240396
## Sept1 Sept1 <NA>
## Ino80 Ino80 68142
## Fam32a Fam32a 67922
## Mylpf Mylpf 17907
## Amz2 Amz2 13929
## Jkamp Jkamp 104771
## Cdipt Cdipt 52858
## Hook1 Hook1 77963
## Dclk2 Dclk2 70762
## Zfp518a Zfp518a 72672
## Tspyl3 Tspyl3 241732
## Iqcb1 Iqcb1 320299
## Setd5 Setd5 72895
## Herc2 Herc2 15204
## Lzic Lzic 69151
## 1300002E11Rik 1300002E11Rik 100043489
## Sh3bp2 Sh3bp2 24055
## Rad52 Rad52 19365
## Gnai3 Gnai3 14679
## Kdm1a Kdm1a 99982
## Aldh3a2 Aldh3a2 11671
## Zfp715 Zfp715 69930
## Stat2 Stat2 20847
## Tm2d1 Tm2d1 94043
## Zfp110 Zfp110 65020
## Prr14 Prr14 233895
## Zfp319 Zfp319 79233
## Ubr3 Ubr3 68795
## Rfx5 Rfx5 53970
## Mageh1 Mageh1 75625
## Gzf1 Gzf1 74533
## Ddx42 Ddx42 72047
## Rapgef4 Rapgef4 56508
## Csnk1d Csnk1d 104318
## Rnf146 Rnf146 68031
## Taok2 Taok2 381921
## Abl1 Abl1 11350
## Mapk1ip1 Mapk1ip1 69546
## Fes Fes 14159
## Kbtbd2 Kbtbd2 210973
## Dnajc30 Dnajc30 66114
## Zfp358 Zfp358 140482
## Tradd Tradd 71609
## Fam136a Fam136a 66488
## Usp38 Usp38 74841
## Ttf1 Ttf1 22130
## Tnrc6c Tnrc6c 217351
## 2610008E11Rik 2610008E11Rik 72128
## Wdr11 Wdr11 207425
## Xpr1 Xpr1 19775
## Dennd4b Dennd4b 229541
## Arnt Arnt 11863
## R3hdm2 R3hdm2 71750
## Gls Gls 14660
## Cep170 Cep170 545389
## Gmcl1 Gmcl1 23885
## Irf3 Irf3 54131
## Pik3ca Pik3ca 18706
## Med1 Med1 19014
## 1600002K03Rik 1600002K03Rik <NA>
## Cdc73 Cdc73 214498
## Acap2 Acap2 78618
## Ginm1 Ginm1 215751
## Gm11974 Gm11974 <NA>
## AU040320 AU040320 100317
## Mgat2 Mgat2 217664
## Zdhhc17 Zdhhc17 320150
## Ganab Ganab 14376
## Adss Adss 11566
## Gramd1a Gramd1a 52857
## Tmem127 Tmem127 69470
## Prickle3 Prickle3 54630
## Abhd1 Abhd1 57742
## Itprip Itprip 414801
## Papd5 Papd5 <NA>
## Zfp36l1 Zfp36l1 12192
## Rnf20 Rnf20 109331
## Rbm12 Rbm12 75710
## Spata5l1 Spata5l1 214616
## Gpr132 Gpr132 56696
## Sorcs2 Sorcs2 81840
## Zdhhc20 Zdhhc20 75965
## Ccdc91 Ccdc91 67015
## Trit1 Trit1 66966
## Dnmt3a Dnmt3a 13435
## Atxn7l3b Atxn7l3b 382423
## Rapgef6 Rapgef6 192786
## Trip11 Trip11 109181
## Sar1a Sar1a 20224
## Cog5 Cog5 238123
## Eif2b2 Eif2b2 217715
## Slc1a5 Slc1a5 20514
## Bre Bre <NA>
## Fam110a Fam110a 73847
## Tmem18 Tmem18 211986
## Chmp5 Chmp5 76959
## Rnf169 Rnf169 108937
## Cnr2 Cnr2 12802
## Commd6 Commd6 66200
## Lax1 Lax1 240754
## Tia1 Tia1 21841
## Gab2 Gab2 14389
## Lsm10 Lsm10 116748
## Dpp3 Dpp3 75221
## Traf6 Traf6 22034
## Rab5b Rab5b 19344
## Mbnl1 Mbnl1 56758
## Rsbn1l Rsbn1l 242860
## Ap1g1 Ap1g1 11765
## Smg6 Smg6 103677
## Ptch1 Ptch1 19206
## Cd180 Cd180 17079
## Prmt10 Prmt10 <NA>
## Copb1 Copb1 70349
## Mtf2 Mtf2 17765
## Dbp Dbp 13170
## Clptm1l Clptm1l 218335
## Tgoln2 Tgoln2 22135
## A630023P12Rik A630023P12Rik 231603
## Mgat5 Mgat5 107895
## Cpsf2 Cpsf2 51786
## Phkb Phkb 102093
## Uso1 Uso1 56041
## Eng Eng 13805
## Slc23a2 Slc23a2 54338
## C2cd5 C2cd5 74741
## Vasp Vasp 22323
## Vps13b Vps13b 666173
## Rnf13 Rnf13 24017
## Ctso Ctso 229445
## Osm Osm 18413
## Abr Abr 109934
## Prr12 Prr12 233210
## Aga Aga 11593
## Sf3b1 Sf3b1 81898
## Hes6 Hes6 55927
## Sqstm1 Sqstm1 18412
## Cyb561d1 Cyb561d1 72023
## Vps8 Vps8 209018
## Arhgap30 Arhgap30 226652
## Cpt1a Cpt1a 12894
## Kdm4a Kdm4a 230674
## Snrnp200 Snrnp200 320632
## Ppp3cb Ppp3cb 19056
## Cdk12 Cdk12 69131
## Smad2 Smad2 17126
## Akr7a5 Akr7a5 110198
## Zscan29 Zscan29 99334
## Ltb Ltb 16994
## Mbnl2 Mbnl2 105559
## Arfgef1 Arfgef1 211673
## Ccdc125 Ccdc125 76041
## Prpf39 Prpf39 328110
## Lipa Lipa 16889
## Prdm2 Prdm2 110593
## Pogz Pogz 229584
## Cdc14a Cdc14a 229776
## Rab19 Rab19 19331
## Os9 Os9 216440
## Prkch Prkch 18755
## Dap Dap 223453
## Cnot7 Cnot7 18983
## Pex5 Pex5 19305
## Akr1b3 Akr1b3 11677
## Fam168b Fam168b 214469
## Lrch3 Lrch3 70144
## Rgp1 Rgp1 242406
## Ptpn14 Ptpn14 19250
## Zmym4 Zmym4 67785
## Fem1c Fem1c 240263
## Coa4 Coa4 68185
## Zfp512 Zfp512 269639
## Zswim4 Zswim4 212168
## Armt1 Armt1 73419
## Dcaf5 Dcaf5 320808
## Vipas39 Vipas39 104799
## Abhd13 Abhd13 68904
## Tpst1 Tpst1 22021
## Cd48 Cd48 12506
## Ube2w Ube2w 66799
## Mtdh Mtdh 67154
## H2-Q4 H2-Q4 15015
## Rbm5 Rbm5 83486
## Rhoh Rhoh 74734
## Tmem154 Tmem154 320782
## Cd2bp2 Cd2bp2 70233
## Rock2 Rock2 19878
## Zbp1 Zbp1 58203
## Ythdc1 Ythdc1 231386
## Cic Cic 71722
## Csnk1e Csnk1e 27373
## Mark2 Mark2 13728
## Leprotl1 Leprotl1 68192
## Rnf113a2 Rnf113a2 66381
## Cog8 Cog8 97484
## Khnyn Khnyn 219094
## Hsdl2 Hsdl2 72479
## Txndc12 Txndc12 66073
## Car13 Car13 71934
## Nr1d1 Nr1d1 217166
## 9930111J21Rik1 9930111J21Rik1 667214
## Tmem126b Tmem126b 68472
## Mprip Mprip 26936
## Ppdpf Ppdpf 66496
## Desi1 Desi1 28075
## Ap2b1 Ap2b1 71770
## Elmod3 Elmod3 232089
## Fam134b Fam134b <NA>
## Fkbp15 Fkbp15 338355
## Rltpr Rltpr <NA>
## Rai14 Rai14 75646
## Ambra1 Ambra1 228361
## Nxpe3 Nxpe3 385658
## Lyrm2 Lyrm2 108755
## Rilpl2 Rilpl2 80291
## Tnfrsf13c Tnfrsf13c 72049
## Macf1 Macf1 11426
## Snx4 Snx4 69150
## Cep57l1 Cep57l1 103268
## Trem1 Trem1 58217
## Ivd Ivd 56357
## Trim8 Trim8 93679
## Trrap Trrap 100683
## Cdk13 Cdk13 69562
## Fgd3 Fgd3 30938
## Ube2h Ube2h 22214
## Fam208b Fam208b <NA>
## Strip1 Strip1 229707
## Slamf1 Slamf1 27218
## Hps1 Hps1 192236
## Frmd6 Frmd6 319710
## Tmem135 Tmem135 72759
## Vps13d Vps13d 230895
## Sbf2 Sbf2 319934
## Pcm1 Pcm1 18536
## Pigh Pigh 110417
## Ubqln1 Ubqln1 56085
## Brix1 Brix1 67832
## Anxa11 Anxa11 11744
## Stxbp2 Stxbp2 20911
## Anxa6 Anxa6 11749
## AI837181 AI837181 107242
## Mapkap1 Mapkap1 227743
## Gfi1 Gfi1 14581
## Jmjd1c Jmjd1c 108829
## Baz2b Baz2b 407823
## Hnrnph3 Hnrnph3 432467
## Pde8a Pde8a 18584
## Itsn2 Itsn2 20403
## Bbx Bbx 70508
## Ranbp6 Ranbp6 240614
## Btg2 Btg2 12227
## Phlda3 Phlda3 27280
## Calcoco1 Calcoco1 67488
## Atp6v1h Atp6v1h 108664
## Specc1l Specc1l 74392
## Ppp2r5c Ppp2r5c 26931
## Fam208a Fam208a <NA>
## Ppil4 Ppil4 67418
## Parp4 Parp4 328417
## Med13 Med13 327987
## Gm15987 Gm15987 100504591
## Srcap Srcap 100043597
## Gbe1 Gbe1 74185
## Trib2 Trib2 217410
## Sema4b Sema4b 20352
## Chfr Chfr 231600
## Agfg1 Agfg1 15463
## Ero1lb Ero1lb <NA>
## Ldoc1l Ldoc1l <NA>
## Cblb Cblb 208650
## Gm13157 Gm13157 <NA>
## Dyrk1a Dyrk1a 13548
## Arl8a Arl8a 68724
## S100pbp S100pbp 74648
## Plgrkt Plgrkt 67759
## Tulp3 Tulp3 22158
## Lmo4 Lmo4 16911
## Ptbp2 Ptbp2 56195
## Phf2 Phf2 18676
## Dgkz Dgkz 104418
## Ncor1 Ncor1 20185
## Uhrf2 Uhrf2 109113
## Cers5 Cers5 71949
## Jarid2 Jarid2 16468
## Manba Manba 110173
## Pnrc2 Pnrc2 52830
## Faf2 Faf2 76577
## Tmem123 Tmem123 71929
## Adcy7 Adcy7 11513
## Kdm6a Kdm6a 22289
## Kdm3b Kdm3b 277250
## Mepce Mepce 231803
## Chd2 Chd2 244059
## Trim30a Trim30a 20128
## Proser1 Proser1 212127
## Mrpl43 Mrpl43 94067
## Spg20 Spg20 229285
## Arap1 Arap1 69710
## Agbl5 Agbl5 231093
## Ap3b1 Ap3b1 11774
## Zhx2 Zhx2 387609
## Slc15a3 Slc15a3 65221
## Csf1 Csf1 12977
## Glyr1 Glyr1 74022
## Chmp1b Chmp1b 67064
## Thra Thra 21833
## Rap2c Rap2c 72065
## Zmat5 Zmat5 67178
## Btbd2 Btbd2 208198
## Txndc11 Txndc11 106200
## Scmh1 Scmh1 29871
## Spint2 Spint2 20733
## Pqbp1 Pqbp1 54633
## Efr3a Efr3a 76740
## Ankrd13a Ankrd13a 68420
## Samd9l Samd9l 209086
## Kpna4 Kpna4 16649
## Slc25a24 Slc25a24 229731
## Mier3 Mier3 218613
## Kdm5c Kdm5c 20591
## Arel1 Arel1 68497
## 1700048O20Rik 1700048O20Rik 69430
## Ist1 Ist1 71955
## Slc25a36 Slc25a36 192287
## Atp1b1 Atp1b1 11931
## N4bp2l1 N4bp2l1 100637
## Ethe1 Ethe1 66071
## Mycbp2 Mycbp2 105689
## BC026585 BC026585 <NA>
## Lonp2 Lonp2 66887
## Oxr1 Oxr1 170719
## Glmp Glmp 56700
## Glg1 Glg1 20340
## Dcaf8 Dcaf8 98193
## Arl14ep Arl14ep 212772
## Zfp62 Zfp62 22720
## Csnk1a1 Csnk1a1 93687
## Gstt3 Gstt3 103140
## Zfyve1 Zfyve1 217695
## AI314180 AI314180 <NA>
## Arpc5 Arpc5 67771
## Mtpap Mtpap 67440
## Synrg Synrg 217030
## 4930523C07Rik 4930523C07Rik 67647
## Mbp Mbp 17196
## Tnnt2 Tnnt2 21956
## E2f5 E2f5 13559
## Mbtps1 Mbtps1 56453
## Zfp362 Zfp362 230761
## Abl2 Abl2 11352
## Stk10 Stk10 20868
## Sptan1 Sptan1 20740
## Diap1 Diap1 <NA>
## Nipsnap1 Nipsnap1 18082
## Kdm4c Kdm4c 76804
## Zeb2os Zeb2os 433424
## Ttll1 Ttll1 319953
## Kdm6b Kdm6b 216850
## Lamc1 Lamc1 226519
## Treml2 Treml2 328833
## Ncor2 Ncor2 20602
## Id3 Id3 15903
## Gramd4 Gramd4 223752
## Triobp Triobp 110253
## Gimap3 Gimap3 83408
## Mesdc1 Mesdc1 <NA>
## Kmt2a Kmt2a 214162
## Nipbl Nipbl 71175
## Zer1 Zer1 227693
## Ap3d1 Ap3d1 11776
## Map3k14 Map3k14 53859
## Tars2 Tars2 71807
## Pafah1b1 Pafah1b1 18472
## Lfng Lfng 16848
## Copg2 Copg2 54160
## Syap1 Syap1 67043
## Nfat5 Nfat5 54446
## Stat6 Stat6 20852
## Tle4 Tle4 21888
## Paip2b Paip2b 232164
## Foxn3 Foxn3 71375
## Arhgef7 Arhgef7 54126
## Numa1 Numa1 101706
## Birc2 Birc2 11797
## Trappc9 Trappc9 76510
## Tmem167b Tmem167b 67495
## Smek2 Smek2 <NA>
## Bet1l Bet1l 54399
## 9530068E07Rik 9530068E07Rik 213673
## Atp8a1 Atp8a1 11980
## 9030617O03Rik 9030617O03Rik <NA>
## Pdlim2 Pdlim2 213019
## Trp53bp1 Trp53bp1 27223
## Ndel1 Ndel1 83431
## Zfp710 Zfp710 209225
## Ngly1 Ngly1 59007
## Dhx37 Dhx37 208144
## Sesn1 Sesn1 140742
## Fundc1 Fundc1 72018
## Fxyd6 Fxyd6 59095
## Ms4a1 Ms4a1 12482
## Nrbp1 Nrbp1 192292
## Herpud1 Herpud1 64209
## Nfatc1 Nfatc1 18018
## Prpf8 Prpf8 192159
## Irf2bp2 Irf2bp2 270110
## Wnk1 Wnk1 232341
## Rdh12 Rdh12 77974
## Kmt2d Kmt2d 381022
## Trappc2l Trappc2l 59005
## Ddt Ddt 13202
## Smap2 Smap2 69780
## Zufsp Zufsp <NA>
## Rab28 Rab28 100972
## Cnot1 Cnot1 234594
## Iqsec1 Iqsec1 232227
## 4921524J17Rik 4921524J17Rik 66714
## Cish Cish 12700
## Xrcc4 Xrcc4 108138
## Tmcc1 Tmcc1 330401
## Lrif1 Lrif1 321000
## Gng10 Gng10 14700
## Dnaaf5 Dnaaf5 433956
## Prkaa2 Prkaa2 108079
## Ints1 Ints1 68510
## Cdc37l1 Cdc37l1 67072
## Pdrg1 Pdrg1 68559
## Tpst2 Tpst2 22022
## Adprh Adprh 11544
## Fbxo18 Fbxo18 <NA>
## Mau2 Mau2 74549
## Ctdsp2 Ctdsp2 52468
## Rasa4 Rasa4 54153
## Rmnd5b Rmnd5b 66089
## Mga Mga 29808
## Nup210 Nup210 54563
## Slc12a7 Slc12a7 20499
## Snora70 Snora70 104368
## Spata6 Spata6 67946
## Tlk2 Tlk2 24086
## 2510039O18Rik 2510039O18Rik 77034
## Mfng Mfng 17305
## 2700081O15Rik 2700081O15Rik <NA>
## Lrrcc1 Lrrcc1 71710
## Cers4 Cers4 67260
## Tbc1d20 Tbc1d20 67231
## Gbp7 Gbp7 229900
## Gbf1 Gbf1 107338
## Vps4b Vps4b 20479
## AI504432 AI504432 229694
## BC002163 BC002163 <NA>
## Ankrd40 Ankrd40 71452
## Cdk17 Cdk17 237459
## Tcf7l2 Tcf7l2 21416
## Tnfrsf13b Tnfrsf13b 57916
## Tmem132e Tmem132e 270893
## Rbp1 Rbp1 19659
## Colgalt1 Colgalt1 234407
## Arvcf Arvcf 11877
## Athl1 Athl1 <NA>
## Usp11 Usp11 236733
## 4933434E20Rik 4933434E20Rik 99650
## Fhit Fhit 14198
## Stx5a Stx5a 56389
## Tbxa2r Tbxa2r 21390
## Socs2 Socs2 216233
## Snapin Snapin 20615
## Lin7c Lin7c 22343
## Cox20 Cox20 66359
## Pnrc1 Pnrc1 108767
## Nfatc3 Nfatc3 18021
## Gpr107 Gpr107 277463
## Mdm4 Mdm4 17248
## Magi1 Magi1 14924
## Sept9 Sept9 <NA>
## Nudt14 Nudt14 66174
## Msl1 Msl1 74026
## Pds5b Pds5b 100710
## Lpcat1 Lpcat1 210992
## Sccpdh Sccpdh 109232
## Cep41 Cep41 83922
## Zfp263 Zfp263 74120
## Ubr4 Ubr4 69116
## Mppe1 Mppe1 225651
## Gopc Gopc 94221
## Ilvbl Ilvbl 216136
## Sgsh Sgsh 27029
## Fbxl14 Fbxl14 101358
## Pou2af1 Pou2af1 18985
## Fchsd2 Fchsd2 207278
## Brf1 Brf1 72308
## Hsdl1 Hsdl1 72552
## Ncoa2 Ncoa2 17978
## Smek1 Smek1 <NA>
## Irf4 Irf4 16364
## Dguok Dguok 27369
## Acss1 Acss1 68738
## Tigd2 Tigd2 68140
## Vgll4 Vgll4 232334
## Acsf2 Acsf2 264895
## Lpar6 Lpar6 67168
## Klhl9 Klhl9 242521
## Ikzf3 Ikzf3 22780
## BC094916 BC094916 <NA>
## Nabp1 Nabp1 109019
## Sipa1l1 Sipa1l1 217692
## Nedd4l Nedd4l 83814
## Xpc Xpc 22591
## Gpd1l Gpd1l 333433
## Atp6v0e2 Atp6v0e2 76252
## Sh3bgrl Sh3bgrl 56726
## Cmip Cmip 74440
## Coro7 Coro7 78885
## Gphn Gphn 268566
## Bank1 Bank1 242248
## Akap9 Akap9 100986
## 1810030O07Rik 1810030O07Rik 69155
## Atp11b Atp11b 76295
## Nmrk1 Nmrk1 225994
## Ddx58 Ddx58 230073
## Pik3ap1 Pik3ap1 83490
## Kdm2a Kdm2a 225876
## Smpd1 Smpd1 20597
## Cnot6l Cnot6l 231464
## Pias4 Pias4 59004
## Sh3kbp1 Sh3kbp1 58194
## Rai1 Rai1 19377
## Snx29 Snx29 74478
## Tgoln1 Tgoln1 22134
## 4933412E12Rik 4933412E12Rik 71086
## Fbrs Fbrs 14123
## Lat Lat 16797
## Sh2b3 Sh2b3 16923
## BC031181 BC031181 407819
## Wibg Wibg <NA>
## Abi3 Abi3 66610
## Baz2a Baz2a 116848
## Prelid2 Prelid2 77619
## Tmem106c Tmem106c 380967
## Tspan6 Tspan6 56496
## Fryl Fryl 72313
## Mtss1 Mtss1 211401
## Hmha1 Hmha1 <NA>
## St6gal1 St6gal1 20440
## Gbp4 Gbp4 17472
## 4932438A13Rik 4932438A13Rik 229227
## Sigirr Sigirr 24058
## Tbc1d17 Tbc1d17 233204
## BC028528 BC028528 229600
## Cog6 Cog6 67542
## Chd6 Chd6 71389
## Dyrk2 Dyrk2 69181
## Srpk2 Srpk2 20817
## Spin1 Spin1 20729
## Chd8 Chd8 67772
## Kmt2c Kmt2c 231051
## Arl5a Arl5a 75423
## Hmces Hmces 232210
## Mob4 Mob4 19070
## Tlr4 Tlr4 21898
## Plxna1 Plxna1 18844
## Ccdc33 Ccdc33 382077
## Vegfa Vegfa 22339
## Kidins220 Kidins220 77480
## Ptpn7 Ptpn7 320139
## Tor1aip1 Tor1aip1 208263
## Sdcbp Sdcbp 53378
## Arid4b Arid4b 94246
## Galnt11 Galnt11 231050
## Scml4 Scml4 268297
## Ythdf3 Ythdf3 229096
## Cenpb Cenpb 12616
## Rassf2 Rassf2 215653
## Trip12 Trip12 14897
## Smg7 Smg7 226517
## Ptk2b Ptk2b 19229
## Foxp1 Foxp1 108655
## Map2k6 Map2k6 26399
## Usp22 Usp22 216825
## Papolg Papolg 216578
## Grap2 Grap2 17444
## Ostf1 Ostf1 20409
## Zfp592 Zfp592 233410
## Fcrla Fcrla 98752
## Itgal Itgal 16408
## Pde4d Pde4d 238871
## Rabep2 Rabep2 70314
## Syvn1 Syvn1 74126
## Cdk19 Cdk19 78334
## Fam78a Fam78a 241303
## Dusp11 Dusp11 72102
## Zscan2 Zscan2 22691
## Ano6 Ano6 105722
## H6pd H6pd 100198
## Git2 Git2 26431
## Arhgef6 Arhgef6 73341
## Rdx Rdx 19684
## BC035044 BC035044 232406
## 2310001H17Rik 2310001H17Rik 76432
## Tecpr1 Tecpr1 70381
## Rgs14 Rgs14 51791
## Bach2 Bach2 12014
## Tcf4 Tcf4 21413
## Sipa1 Sipa1 20469
## Inip Inip 66209
## Bach1 Bach1 12013
## Wbp1 Wbp1 22377
## Ppp1r12a Ppp1r12a 17931
## Midn Midn 59090
## Ahdc1 Ahdc1 230793
## Nlrc5 Nlrc5 434341
## Apoa1bp Apoa1bp <NA>
## Ppp1r35 Ppp1r35 69871
## Mbd4 Mbd4 17193
## Epsti1 Epsti1 108670
## N4bp3 N4bp3 212706
## Fbxl5 Fbxl5 242960
## Epc1 Epc1 13831
## Prmt6 Prmt6 99890
## Nt5c2 Nt5c2 76952
## Pigp Pigp 56176
## Kif21b Kif21b 16565
## H3f3b H3f3b 15081
## 6530402F18Rik 6530402F18Rik 76220
## Map4k1 Map4k1 26411
## Vps33b Vps33b 233405
## Zfp330 Zfp330 30932
## Tmem164 Tmem164 209497
## Ppic Ppic 19038
## Cstf2t Cstf2t 83410
## Dntt Dntt 21673
## Hcls1 Hcls1 15163
## Trmt1l Trmt1l 98685
## Vps37c Vps37c 107305
## Jak3 Jak3 16453
## Grcc10 Grcc10 14790
## Zswim8 Zswim8 268721
## Irgq Irgq 210146
## Crot Crot 74114
## Dlg1 Dlg1 13383
## Ankrd11 Ankrd11 77087
## Cd1d2 Cd1d2 12480
## Akirin1 Akirin1 68050
## Srfbp1 Srfbp1 67222
## Kdm5a Kdm5a 214899
## Zgpat Zgpat 229007
## Tvp23b Tvp23b 67510
## Rbm39 Rbm39 170791
## Nr1d2 Nr1d2 353187
## Grb7 Grb7 14786
## Entpd1 Entpd1 12495
## Bahd1 Bahd1 228536
## Fjx1 Fjx1 14221
## Atg16l2 Atg16l2 73683
## Pctp Pctp 18559
## Hnrnpul1 Hnrnpul1 232989
## Prkacb Prkacb 18749
## AI467606 AI467606 101602
## Atp8b2 Atp8b2 54667
## Dock2 Dock2 94176
## Hmcn1 Hmcn1 545370
## Wipf1 Wipf1 215280
## Osbpl9 Osbpl9 100273
## Phyh Phyh 16922
## Pitpnm1 Pitpnm1 18739
## Dst Dst 13518
## Rnf2 Rnf2 19821
## Serp1 Serp1 28146
## Pfkfb3 Pfkfb3 170768
## Unc13d Unc13d 70450
## Cib1 Cib1 23991
## Mlxip Mlxip 208104
## Cep68 Cep68 216543
## Klk8 Klk8 259277
## Hmox2 Hmox2 15369
## Ptprc Ptprc 19264
## Lrp10 Lrp10 65107
## Il3ra Il3ra 16188
## Chd9 Chd9 109151
## 2310035C23Rik 2310035C23Rik <NA>
## Prdx3 Prdx3 11757
## Tmed4 Tmed4 103694
## Traf4 Traf4 22032
## Tnfaip8 Tnfaip8 106869
## Erap1 Erap1 80898
## Mrgpre Mrgpre 244238
## Ormdl3 Ormdl3 66612
## 2610307P16Rik 2610307P16Rik 72518
## Arid1a Arid1a 93760
## Hist3h2a Hist3h2a <NA>
## Sec16a Sec16a 227648
## Kcna3 Kcna3 16491
## Tec Tec 21682
## Ddx6 Ddx6 13209
## Snap47 Snap47 67826
## Akap13 Akap13 75547
## Dusp6 Dusp6 67603
## Dscr3 Dscr3 <NA>
## Traf3ip3 Traf3ip3 215243
## Bax Bax 12028
## Hbp1 Hbp1 73389
## Csnk1g2 Csnk1g2 103236
## Btg1 Btg1 12226
## Traf3ip2 Traf3ip2 103213
## Fcho1 Fcho1 74015
## Invs Invs 16348
## Stat1 Stat1 20846
## Arhgef2 Arhgef2 16800
## Mcts2 Mcts2 66405
## Ostm1 Ostm1 14628
## Klf13 Klf13 50794
## Ing4 Ing4 28019
## Sh2b1 Sh2b1 20399
## Mdm2 Mdm2 17246
## Smg1 Smg1 233789
## Clasp1 Clasp1 76707
## Zfp646 Zfp646 233905
## Zfp94 Zfp94 22756
## Smim14 Smim14 68552
## Antxr2 Antxr2 71914
## Spn Spn 20737
## Cnp Cnp 12799
## Setx Setx 269254
## 4930597A21Rik 4930597A21Rik 75389
## Stxbp1 Stxbp1 20910
## Bptf Bptf 207165
## Lamtor4 Lamtor4 66096
## Inpp1 Inpp1 16329
## Thbd Thbd 21824
## Bfsp2 Bfsp2 107993
## Crlf2 Crlf2 57914
## AW112010 AW112010 107350
## Rnasek Rnasek 52898
## Abi1 Abi1 11308
## B2m B2m 12010
## Pcmtd2 Pcmtd2 245867
## Gltscr1 Gltscr1 <NA>
## St8sia4 St8sia4 20452
## March7 March7 <NA>
## A230046K03Rik A230046K03Rik <NA>
## Tk2 Tk2 57813
## Zcchc24 Zcchc24 71918
## Ttyh3 Ttyh3 78339
## Saraf Saraf 67887
## Psme2b Psme2b 621823
## Ctsc Ctsc 13032
## Rassf5 Rassf5 54354
## Vpreb2 Vpreb2 22363
## Nfkbie Nfkbie 18037
## Tespa1 Tespa1 67596
## Trim27 Trim27 19720
## Ttc5 Ttc5 219022
## Phf12 Phf12 268448
## Wls Wls 68151
## Prkar1a Prkar1a 19084
## Gosr1 Gosr1 53334
## Ntng2 Ntng2 171171
## Map3k1 Map3k1 26401
## Cd38 Cd38 12494
## Ndfip1 Ndfip1 65113
## Med13l Med13l 76199
## Irf1 Irf1 16362
## Tspan14 Tspan14 52588
## Entpd5 Entpd5 12499
## Ankfy1 Ankfy1 11736
## Sufu Sufu 24069
## Uggt1 Uggt1 320011
## Sit1 Sit1 54390
## Capn7 Capn7 12339
## Plscr3 Plscr3 70310
## Pik3cg Pik3cg 30955
## Sash3 Sash3 74131
## Smim24 Smim24 72273
## Zdhhc18 Zdhhc18 503610
## Pik3r4 Pik3r4 75669
## Nr1h2 Nr1h2 22260
## Kat6a Kat6a 244349
## Slc41a1 Slc41a1 98396
## Napsa Napsa 16541
## S1pr4 S1pr4 13611
## Capsl Capsl 75568
## Cep250 Cep250 16328
## Rab4b Rab4b 19342
## Smarcd2 Smarcd2 83796
## Icam2 Icam2 15896
## Polr2a Polr2a 20020
## Dync1h1 Dync1h1 13424
## Slain2 Slain2 75991
## Ehd2 Ehd2 259300
## Rab21 Rab21 216344
## Eif4e3 Eif4e3 66892
## Jakmip1 Jakmip1 76071
## Utrn Utrn 22288
## As3mt As3mt 57344
## Cacnb1 Cacnb1 12295
## Itpr2 Itpr2 16439
## Wdtc1 Wdtc1 230796
## Kansl1 Kansl1 76719
## Ccdc97 Ccdc97 52132
## Supt20 Supt20 56790
## Hdac8 Hdac8 70315
## Map3k3 Map3k3 26406
## Dynlt3 Dynlt3 67117
## Ier2 Ier2 15936
## Usp24 Usp24 329908
## Birc3 Birc3 11796
## Plekhm1 Plekhm1 353047
## Cnot2 Cnot2 72068
## Top3b Top3b 21976
## Akna Akna 100182
## Tomm34 Tomm34 67145
## Slc17a9 Slc17a9 228993
## Slc9a1 Slc9a1 20544
## Prkd2 Prkd2 101540
## Irf2 Irf2 16363
## Acyp1 Acyp1 66204
## Map4k4 Map4k4 26921
## Snx8 Snx8 231834
## Cdh24 Cdh24 239096
## Sdr39u1 Sdr39u1 654795
## Snx30 Snx30 209131
## Rpia Rpia 19895
## Slain1 Slain1 105439
## Slc25a11 Slc25a11 67863
## Man2a2 Man2a2 140481
## Grap Grap 71520
## Gabpb1 Gabpb1 14391
## Ly6e Ly6e 17069
## Akt1 Akt1 11651
## Rab3a Rab3a 19339
## Men1 Men1 17283
## Hmgn3 Hmgn3 94353
## Rere Rere 68703
## Tgfb1 Tgfb1 21803
## Tmem64 Tmem64 100201
## Ubqln2 Ubqln2 54609
## Tnrc18 Tnrc18 231861
## Sec63 Sec63 140740
## Atp13a2 Atp13a2 74772
## Ppp1r9b Ppp1r9b 217124
## Arpc5l Arpc5l 74192
## Gpr18 Gpr18 110168
## Sun2 Sun2 223697
## Nnt Nnt 18115
## Myo1c Myo1c 17913
## Cmtm6 Cmtm6 67213
## Gpbp1 Gpbp1 73274
## Casd1 Casd1 213819
## Abcd1 Abcd1 11666
## Spata13 Spata13 219140
## Unc45a Unc45a 101869
## Prrc2c Prrc2c 226562
## Hsd17b11 Hsd17b11 114664
## Evl Evl 14026
## Arhgap4 Arhgap4 171207
## Plin3 Plin3 66905
## S1pr1 S1pr1 13609
## Ttpal Ttpal 76080
## Zcchc11 Zcchc11 <NA>
## Gstp1 Gstp1 14870
## Ube2d1 Ube2d1 216080
## Myo9b Myo9b 17925
## Jak1 Jak1 16451
## Acy3 Acy3 71670
## Mief2 Mief2 237781
## Pyhin1 Pyhin1 <NA>
## Prrc2b Prrc2b 227723
## Arhgap25 Arhgap25 232201
## Irf5 Irf5 27056
## Snap29 Snap29 67474
## Lypla2 Lypla2 26394
## Tcn2 Tcn2 21452
## Mum1l1 Mum1l1 <NA>
## Zmiz1 Zmiz1 328365
## Sh2d3c Sh2d3c 27387
## Pkn1 Pkn1 320795
## Nudcd3 Nudcd3 209586
## Inpp5d Inpp5d 16331
## Dock8 Dock8 76088
## Armcx2 Armcx2 67416
## Hip1r Hip1r 29816
## Wsb1 Wsb1 78889
## Sept6 Sept6 <NA>
## Commd3 Commd3 12238
## Alpl Alpl 11647
## BC017643 BC017643 <NA>
## Trp53i11 Trp53i11 277414
## Pip5k1c Pip5k1c 18717
## Lyn Lyn 17096
## Txnip Txnip 56338
## Gdf11 Gdf11 14561
## Prkcd Prkcd 18753
## Gng2 Gng2 14702
## Plcg1 Plcg1 18803
## Cbx4 Cbx4 12418
## Phlpp1 Phlpp1 98432
## Mcl1 Mcl1 17210
## Ifi203 Ifi203 15950
## Stat4 Stat4 20849
## Pten Pten 19211
## Rabgap1l Rabgap1l 29809
## Csrnp1 Csrnp1 215418
## Cds2 Cds2 110911
## Ankrd13d Ankrd13d 68423
## Pafah1b3 Pafah1b3 18476
## Gse1 Gse1 382034
## Dab2ip Dab2ip 69601
## Zmynd8 Zmynd8 228880
## B4galt1 B4galt1 14595
## Cd36 Cd36 12491
## Ric8 Ric8 <NA>
## Adnp Adnp 11538
## Rasa3 Rasa3 19414
## Slc9a3r1 Slc9a3r1 26941
## Malat1 Malat1 72289
## Srgn Srgn 19073
## 4931429I11Rik 4931429I11Rik <NA>
## Maml1 Maml1 103806
## Eif4a2 Eif4a2 13682
## Hes1 Hes1 15205
## Fcrl6 Fcrl6 677296
## Snx20 Snx20 71607
## Sptbn1 Sptbn1 20742
## Ppp3cc Ppp3cc 19057
## Ddx17 Ddx17 67040
## Slc38a2 Slc38a2 67760
## Iqgap1 Iqgap1 29875
## Prdm14 Prdm14 383491
## E130308A19Rik E130308A19Rik 230259
## Zfp292 Zfp292 30046
## Ccng1 Ccng1 12450
## Trim11 Trim11 94091
## Tmem106b Tmem106b 71900
## Arhgap15 Arhgap15 76117
## Tbc1d10c Tbc1d10c 108995
## Son Son 20658
## Runx1 Runx1 12394
## Mgst1 Mgst1 56615
## Rragd Rragd 52187
## Stk17b Stk17b 98267
## Map7 Map7 17761
## Hdac11 Hdac11 232232
## Gm11346 Gm11346 76024
## Slc25a1 Slc25a1 13358
## Cap1 Cap1 12331
## Rin3 Rin3 217835
## Kmt2e Kmt2e 69188
## Crip2 Crip2 68337
## Prkcb Prkcb 18751
## Ttll11 Ttll11 74410
## Abhd2 Abhd2 54608
## Csrp2 Csrp2 13008
## Hint2 Hint2 68917
## Agpat9 Agpat9 <NA>
## Suv420h1 Suv420h1 <NA>
## Txnrd3 Txnrd3 232223
## Nrros Nrros 224109
## Mcoln2 Mcoln2 68279
## Arid5a Arid5a 214855
## Hibadh Hibadh 58875
## Lman2l Lman2l 214895
## Epha2 Epha2 13836
## Zcchc7 Zcchc7 319885
## Bckdha Bckdha 12039
## Dock9 Dock9 105445
## Pik3ip1 Pik3ip1 216505
## Ifi27 Ifi27 52668
## Selplg Selplg 20345
## Cytip Cytip 227929
## Prkcq Prkcq 18761
## Pced1b Pced1b 239647
## Top2b Top2b 21974
## Serpinf1 Serpinf1 20317
## Gm4759 Gm4759 <NA>
## Rptor Rptor 74370
## Tmem243 Tmem243 652925
## 1700030K09Rik 1700030K09Rik 72254
## 1110004F10Rik 1110004F10Rik 56372
## Zfp608 Zfp608 269023
## Ptpn22 Ptpn22 19260
## Tsc22d4 Tsc22d4 <NA>
## Gbp9 Gbp9 236573
## Sirt3 Sirt3 64384
## Chd4 Chd4 107932
## Lcp2 Lcp2 16822
## Otub2 Otub2 68149
## Mfsd6 Mfsd6 98682
## Cerk Cerk 223753
## Nucb1 Nucb1 18220
## Notch1 Notch1 18128
## Smtn Smtn 29856
## Phip Phip 83946
## Zkscan17 Zkscan17 268417
## Ipcef1 Ipcef1 320495
## Tspan32 Tspan32 27027
## Tnks2 Tnks2 74493
## Dok3 Dok3 27261
## Adrbk1 Adrbk1 <NA>
## Nsd1 Nsd1 18193
## Casp8 Casp8 12370
## Bcr Bcr 110279
## Ablim1 Ablim1 226251
## Pcbp3 Pcbp3 59093
## Gstt2 Gstt2 14872
## Esyt2 Esyt2 52635
## N4bp2 N4bp2 333789
## Ifngr2 Ifngr2 15980
## Cd93 Cd93 17064
## Sdhaf2 Sdhaf2 66072
## Cbfa2t3 Cbfa2t3 12398
## Capn2 Capn2 12334
## Aff1 Aff1 17355
## Lhpp Lhpp 76429
## Slc2a9 Slc2a9 117591
## Mir8091 Mir8091 102465884
## Limd2 Limd2 67803
## Glipr1 Glipr1 73690
## Slc30a4 Slc30a4 22785
## Fam107b Fam107b 66540
## Adssl1 Adssl1 11565
## Ypel3 Ypel3 66090
## D930015E06Rik D930015E06Rik <NA>
## Gngt2 Gngt2 14710
## Fam20b Fam20b 215015
## Mef2d Mef2d 17261
## Clk4 Clk4 12750
## Mgat1 Mgat1 17308
## Acpp Acpp 56318
## F13a1 F13a1 74145
## Marcks Marcks 17118
## Tnfrsf19 Tnfrsf19 29820
## Mzb1 Mzb1 69816
## Pcdhb22 Pcdhb22 93893
## Fbxl12 Fbxl12 30843
## Themis2 Themis2 230787
## Aes Aes <NA>
## B3gnt5 B3gnt5 108105
## Sdc4 Sdc4 20971
## Tmem263 Tmem263 103266
## 2900026A02Rik 2900026A02Rik 243219
## Xrcc6 Xrcc6 14375
## Arl5c Arl5c 217151
## Dusp2 Dusp2 13537
## Hivep2 Hivep2 15273
## Edaradd Edaradd 171211
## Pde4b Pde4b 18578
## Dpp4 Dpp4 13482
## Acp6 Acp6 66659
## Clint1 Clint1 216705
## Tnfsf10 Tnfsf10 22035
## Pold4 Pold4 69745
## Mgea5 Mgea5 <NA>
## Klhl24 Klhl24 75785
## Gga2 Gga2 74105
## Ets1 Ets1 23871
## Orai2 Orai2 269717
## Bin1 Bin1 30948
## Cxxc5 Cxxc5 67393
## C1galt1 C1galt1 94192
## Gm525 Gm525 217071
## Ccm2 Ccm2 216527
## Cabp4 Cabp4 73660
## Mgst2 Mgst2 211666
## Cacna1e Cacna1e 12290
## Kdm5b Kdm5b 75605
## Chchd10 Chchd10 103172
## Arhgdib Arhgdib 11857
## Myl2 Myl2 17906
## Ankrd6 Ankrd6 140577
## Selm Selm <NA>
## Tor4a Tor4a 227612
## Dock10 Dock10 210293
## Phldb3 Phldb3 232970
## Ccm2l Ccm2l 228788
## Cep170b Cep170b 217882
## Egr1 Egr1 13653
## Cd53 Cd53 12508
## Rgs18 Rgs18 64214
## B3gnt8 B3gnt8 232984
## Cat Cat 12359
## Cd37 Cd37 12493
## Fubp1 Fubp1 51886
## Ubash3a Ubash3a 328795
## Psd4 Psd4 215632
## Apobec1 Apobec1 11810
## Il7r Il7r 16197
## Sox4 Sox4 20677
## Stk4 Stk4 58231
## Elk4 Elk4 13714
## Bmf Bmf 171543
## Aff3 Aff3 16764
## Scn4b Scn4b 399548
## Plcb2 Plcb2 18796
## Rag2 Rag2 19374
## Fam65a Fam65a <NA>
## Sytl1 Sytl1 269589
## Cd79b Cd79b 15985
## Adh1 Adh1 11522
## Rac2 Rac2 19354
## Myo7a Myo7a 17921
## Cdkn1a Cdkn1a 12575
## Slamf6 Slamf6 30925
## Tapt1 Tapt1 231225
## Map4k2 Map4k2 26412
## Lrrn3 Lrrn3 16981
## Dgkd Dgkd 227333
## Sh3bp5 Sh3bp5 24056
## Hdac7 Hdac7 56233
## Ddx5 Ddx5 13207
## Mmrn1 Mmrn1 70945
## Blnk Blnk 17060
## Syk Syk 20963
## Ppp1r16b Ppp1r16b 228852
## Neil1 Neil1 72774
## Slc12a6 Slc12a6 107723
## Itpkb Itpkb 320404
## Lef1 Lef1 16842
## Smim20 Smim20 66278
## Eef2k Eef2k 13631
## Susd1 Susd1 634731
## Myb Myb 17863
## Trp53inp1 Trp53inp1 60599
## Pbxip1 Pbxip1 229534
## Dnajc21 Dnajc21 78244
## Tm6sf1 Tm6sf1 107769
## Clk1 Clk1 12747
## Rrm2b Rrm2b 382985
## Plekha2 Plekha2 83436
## Lgals9 Lgals9 16859
## Elf1 Elf1 13709
## Cd1d1 Cd1d1 12479
## Gimap1 Gimap1 16205
## Elovl6 Elovl6 170439
## Slc35f3 Slc35f3 210027
## Ptgr1 Ptgr1 67103
## Unc93b1 Unc93b1 54445
## Il17ra Il17ra 16172
## Cyfip2 Cyfip2 76884
## Mgmt Mgmt 17314
## Pqlc3 Pqlc3 217430
## Dck Dck 13178
## Cd19 Cd19 12478
## Pik3cd Pik3cd 18707
## Myl4 Myl4 17896
## Rcsd1 Rcsd1 226594
## Nkd2 Nkd2 72293
## Ptprcap Ptprcap 19265
## Inafm2 Inafm2 100043272
## Rag1 Rag1 19373
## Zfp386 Zfp386 56220
## Ube2j1 Ube2j1 56228
## Akap12 Akap12 83397
## Snora33 Snora33 100529074
## Tcf3 Tcf3 21423
## Tnfaip3 Tnfaip3 21929
## Hp1bp3 Hp1bp3 15441
## Drc7 Drc7 330830
## Chst3 Chst3 53374
## Kansl1l Kansl1l 68691
## Pgls Pgls 66171
## 2610524H06Rik 2610524H06Rik 330173
## Lig4 Lig4 319583
## Gm17296 Gm17296 <NA>
## Siglecg Siglecg 243958
## Xlr Xlr 22441
## Ly6d Ly6d 17068
## Mlec Mlec 109154
## Cd79a Cd79a 12518
## Carns1 Carns1 107239
## Bace1 Bace1 23821
## Pcmtd1 Pcmtd1 319263
## Spib Spib 272382
## H1f0 H1f0 14958
## Smarca4 Smarca4 20586
## Wdfy4 Wdfy4 545030
## Gmfg Gmfg 63986
## Clic6 Clic6 209195
## Vpreb3 Vpreb3 22364
## Impdh1 Impdh1 23917
## Stambpl1 Stambpl1 76630
## Ephx1 Ephx1 13849
## Il16 Il16 16170
## Cd72 Cd72 12517
## Eif2ak3 Eif2ak3 13666
## Erg Erg 13876
## Klhl6 Klhl6 239743
## Cnksr3 Cnksr3 215748
## Plxdc1 Plxdc1 72324
## Gpam Gpam 14732
## Slamf7 Slamf7 75345
## Sft2d2 Sft2d2 108735
## Cyth1 Cyth1 19157
## Gjc2 Gjc2 118454
## Ccnd3 Ccnd3 12445
## Foxo1 Foxo1 56458
## Tspan13 Tspan13 66109
## Pde2a Pde2a 207728
## B3gnt2 B3gnt2 53625
## Tifa Tifa 211550
## Ppt1 Ppt1 19063
## Ankrd33b Ankrd33b 67434
## Ebf1 Ebf1 13591
## Fam65b Fam65b <NA>
## Pax5 Pax5 18507
## Atp2a3 Atp2a3 53313
## Enpep Enpep 13809
## Epb4.1l4b Epb4.1l4b <NA>
## Bcl7a Bcl7a 77045
## Nedd9 Nedd9 18003
## Snn Snn 20621
## Camk2d Camk2d 108058
## Bst1 Bst1 12182
## Gfra1 Gfra1 14585
## Arntl Arntl 11865
## Fam53b Fam53b 77938
## Cdkn2a Cdkn2a 12578
## Igll1 Igll1 16136
## Fam129c Fam129c <NA>
## Cplx2 Cplx2 12890
## Adgrg1 Adgrg1 14766
## Vpreb1 Vpreb1 22362
## Smtnl2 Smtnl2 276829
## Cyb561a3 Cyb561a3 225912
## Clec2d Clec2d 93694
## Cep164 Cep164 214552
## Tmem98 Tmem98 103743
## Adgrf1 Adgrf1 77596
## Rps4l Rps4l 66184
## Arpp21 Arpp21 74100
## Thy1 Thy1 21838
## Blk Blk 12143
## Steap4 Steap4 117167
## Myl10 Myl10 59310
## Mir7-1 Mir7-1 723902
## Snora68 Snora68 104370
## Snord89 Snord89 100217461
## Mir3101 Mir3101 100526505
## Snord83b Snord83b 100302601# find common rows between symbols_df and based on gene_symbol column
results_df <- dplyr::inner_join(symbols_df, results_df,
by = "gene_symbol")
results_df## gene_symbol entrez_id baseMean log2FoldChange lfcSE
## 1 Snord104 100216537 198.398012 2.217126e+01 4.05902099
## 2 Mir25 723926 65.964580 2.135259e+01 4.17357019
## 3 Snora64 104366 30.379041 7.625608e+00 1.26045303
## 4 Slc4a1 20533 191.618969 6.669525e+00 0.61531554
## 5 Gypa 14934 77.844332 6.533844e+00 0.85359201
## 6 Epb4.2 <NA> 14.872729 6.512901e+00 1.35059539
## 7 Car1 12346 73.020111 6.486159e+00 0.79603601
## 8 Aldh1a1 11668 13.690964 6.462860e+00 1.29419107
## 9 Ermap 27028 26.400411 6.456093e+00 1.28000134
## 10 Pdzk1ip1 67182 12.867397 6.340833e+00 1.32787463
## 11 Nxpe2 78252 12.359900 6.255321e+00 1.35736588
## 12 Ces2g 72361 11.524012 6.181181e+00 1.33851809
## 13 Dmtn 13829 11.694036 6.170996e+00 1.36768263
## 14 Rhd 19746 59.648115 6.150712e+00 0.85894745
## 15 Spta1 20739 21.216884 6.150348e+00 1.28466965
## 16 Tmcc2 68875 48.483209 6.143136e+00 1.00861857
## 17 Alas2 11656 134.965915 6.140337e+00 0.66066844
## 18 Aqp1 11826 91.704564 6.086012e+00 0.67936158
## 19 March8 <NA> 10.859896 6.054201e+00 1.38750817
## 20 Kel 23925 20.055347 6.039360e+00 1.31914604
## 21 Rhag 19743 30.236722 5.955446e+00 1.11008096
## 22 Hba-a1 15122 1159.175693 5.946317e+00 0.64494972
## 23 Add2 11519 10.022758 5.938513e+00 1.39985072
## 24 Sptb 20741 17.869915 5.911795e+00 1.29117010
## 25 Hba-a2 110257 196.172751 5.887119e+00 1.17546440
## 26 Hbb-b1 15129 4868.121904 5.875270e+00 0.62365138
## 27 Slc38a5 209837 9.519343 5.855763e+00 1.41821566
## 28 Snca 20617 37.418150 5.780964e+00 1.00589669
## 29 Apol8 239552 9.015928 5.763045e+00 1.44516434
## 30 Trim10 19824 35.922228 5.728985e+00 0.99954851
## 31 Btnl10 192194 8.683621 5.722522e+00 1.43672779
## 32 Rsad2 58185 36.272684 5.711723e+00 1.03562433
## 33 Cldn13 57255 34.759365 5.705158e+00 0.97242622
## 34 Klf1 16596 25.557514 5.695914e+00 1.13872992
## 35 Hemgn 93966 51.768399 5.687880e+00 0.77853461
## 36 Ypel4 241525 9.364637 5.672018e+00 1.60712684
## 37 Mfsd2b 432628 8.355893 5.626721e+00 1.49252349
## 38 Hbb-bt 101488143 466.493036 5.544529e+00 0.72723186
## 39 Tspan33 232670 30.569429 5.530342e+00 0.96492777
## 40 Slc6a9 14664 8.022337 5.516196e+00 1.56330804
## 41 Tspo2 70026 8.190779 5.495825e+00 1.61777202
## 42 Lmna 16905 13.526523 5.488953e+00 1.35577916
## 43 Fn3k 63828 7.855475 5.482281e+00 1.57228955
## 44 Gata1 14460 12.857994 5.373626e+00 1.41774973
## 45 Rab3il1 74760 12.524437 5.310265e+00 1.45464473
## 46 1300017J02Rik <NA> 7.185365 5.226201e+00 1.73657826
## 47 Ryk 20187 8.293206 5.213351e+00 1.93654489
## 48 Samd14 217125 6.510509 5.102974e+00 1.73461658
## 49 Fam46c <NA> 16.869646 5.042578e+00 1.25384587
## 50 Tal1 21349 16.197290 5.038074e+00 1.18659036
## 51 Epor 13857 10.694520 4.959480e+00 1.63071402
## 52 Tnfaip2 21928 10.356988 4.954990e+00 1.58755281
## 53 Ackr1 13349 7.020251 4.916745e+00 2.00992710
## 54 Pklr 18770 5.846062 4.828641e+00 1.87094303
## 55 Ank1 11733 17.866981 4.758142e+00 0.99036116
## 56 Spire1 68166 5.847643 4.733923e+00 1.95724640
## 57 Slfn14 237890 6.518251 4.704057e+00 2.10324969
## 58 Smox 228608 17.200365 4.654097e+00 1.06672594
## 59 Fhdc1 229474 5.849225 4.601259e+00 2.06701267
## 60 Rgcc 66214 27.315312 4.428368e+00 0.91390736
## 61 Stfa2 20862 7.200109 4.346444e+00 2.43019425
## 62 Saa3 20210 4.835571 4.111251e+00 2.21158590
## 63 Wfdc17 100034251 4.850723 3.957270e+00 2.29837420
## 64 Stom 13830 31.231918 3.879457e+00 0.65179689
## 65 Specc1 432572 5.179114 3.855805e+00 2.39990586
## 66 Ppbp 57349 5.846725 3.843056e+00 2.49761283
## 67 Fam109b <NA> 4.676949 3.734794e+00 2.37126346
## 68 Paqr9 75552 4.846807 3.692324e+00 2.41556804
## 69 Cd5l 11801 8.356384 3.672137e+00 2.31353607
## 70 Redrum 77433 4.675533 3.651946e+00 2.40392987
## 71 Gfi1b 14582 6.844135 3.613447e+00 2.17015405
## 72 S100a4 20198 14.678813 3.574977e+00 0.82893996
## 73 Hbq1b 544763 5.016666 3.555177e+00 2.48831458
## 74 Trim58 216781 5.016666 3.555177e+00 2.48831458
## 75 Gm867 333670 7.186038 3.548405e+00 2.24127647
## 76 Ifitm3 66141 29.370699 3.534717e+00 0.64554289
## 77 Prg2 19074 15.963776 3.472892e+00 1.17710773
## 78 Tmod1 21916 9.342645 3.447437e+00 1.47364255
## 79 Tinagl1 94242 5.344725 3.427714e+00 2.56644345
## 80 Fech 14151 52.072871 3.397129e+00 0.51902642
## 81 Cdr2 12585 24.706418 3.382371e+00 0.68541852
## 82 Nfe2 18022 22.377055 3.358683e+00 0.69335011
## 83 St3gal5 20454 23.875530 3.355627e+00 0.61677142
## 84 Abcb10 56199 18.529904 3.350709e+00 0.75661056
## 85 Alad 17025 36.035408 3.316039e+00 0.50578408
## 86 Fermt1 241639 10.133577 3.290646e+00 2.11403482
## 87 Bex4 406217 4.176365 3.262872e+00 2.44562965
## 88 Slc16a10 72472 8.854312 3.235616e+00 2.01395199
## 89 Hmbs 15288 103.596290 3.196390e+00 0.39181005
## 90 Blvrb 233016 74.765742 3.161656e+00 0.44212206
## 91 Tyrobp 22177 19.536001 3.159322e+00 0.66751424
## 92 Mgst3 66447 63.197168 3.138624e+00 0.38757324
## 93 St5 <NA> 13.837978 3.127113e+00 1.02304970
## 94 Chac2 68044 14.539570 3.118608e+00 1.13125296
## 95 Ccl5 20304 21.026161 2.989218e+00 1.28633845
## 96 Sowaha 237761 4.511835 2.945758e+00 2.54864431
## 97 Gstm5 14866 7.511846 2.944844e+00 1.98553839
## 98 Isg20 57444 40.041945 2.921877e+00 0.53556910
## 99 Fcna 14133 12.527246 2.888825e+00 1.60053400
## 100 Apoe 11816 39.585674 2.858645e+00 0.65757069
## 101 Gda 14544 6.344653 2.836301e+00 2.35369532
## 102 Snx22 382083 6.010161 2.806296e+00 2.32366978
## 103 Isg15 100038882 38.899287 2.790144e+00 0.73295250
## 104 BC100530 <NA> 8.874560 2.730360e+00 2.55774229
## 105 Wapal <NA> 14.315817 2.714705e+00 0.84358515
## 106 Fcer1g 14127 14.349060 2.673217e+00 0.90178981
## 107 Arrb1 109689 21.507591 2.660075e+00 0.54254807
## 108 Icam4 78369 8.024660 2.640955e+00 2.12295473
## 109 Dhrs11 192970 32.553547 2.628490e+00 0.58002117
## 110 Bpgm 12183 39.032185 2.604658e+00 0.65679600
## 111 Pglyrp1 21946 11.015183 2.569396e+00 1.18291759
## 112 Klf3 16599 11.681206 2.547163e+00 1.07518720
## 113 Ppp1r15a 17872 26.376030 2.507763e+00 0.67422605
## 114 Stfa3 20863 5.702018 2.482125e+00 2.66167218
## 115 Rnase12 497106 109.676149 2.458930e+00 0.27217118
## 116 Jchain 16069 66.237141 2.448916e+00 0.35346083
## 117 Creg1 433375 30.030108 2.402603e+00 0.62584562
## 118 Grina 66168 54.744734 2.378280e+00 0.44820359
## 119 Csf1r 12978 9.009589 2.360344e+00 1.49406203
## 120 S100a8 20201 439.734557 2.356354e+00 0.39657124
## 121 Gclm 14630 28.833426 2.322045e+00 0.50516406
## 122 Lcn2 16819 30.189313 2.319866e+00 0.75818587
## 123 Stfa2l1 268885 7.544912 2.316847e+00 2.46226922
## 124 Ifitm6 213002 13.516298 2.304484e+00 1.29570821
## 125 Fads3 60527 6.994598 2.284966e+00 1.77233797
## 126 Slpi 20568 9.701268 2.283187e+00 1.60198795
## 127 Stard10 56018 23.304140 2.283002e+00 0.52931703
## 128 S100a9 20202 338.245631 2.278984e+00 0.43976227
## 129 Sphk1 20698 5.344297 2.213292e+00 2.28250277
## 130 Sept8 <NA> 7.176943 2.174236e+00 1.81441065
## 131 Hp 15439 9.839508 2.133001e+00 1.47901006
## 132 Lmo2 16909 55.655826 2.125803e+00 0.31355342
## 133 Cln8 26889 3.676113 2.087479e+00 2.41711473
## 134 Gm5424 432466 11.304420 2.082905e+00 1.33401926
## 135 Mt2 17750 18.719429 2.062354e+00 1.53423399
## 136 Slc25a37 67712 87.252182 2.038571e+00 0.45195732
## 137 Lyz2 17105 83.238175 2.029571e+00 0.38012128
## 138 Gm5483 <NA> 6.368555 2.027189e+00 2.34441127
## 139 Ngp 18054 77.031027 2.000186e+00 0.56388980
## 140 Hagh 14651 30.339172 1.994589e+00 0.68694602
## 141 Slc22a4 30805 3.674697 1.989516e+00 2.39709927
## 142 Rhoj 80837 16.115223 1.919640e+00 1.43174132
## 143 Ccnd1 12443 49.298605 1.913774e+00 1.01214052
## 144 Apol11b 328563 19.521936 1.912224e+00 2.89200498
## 145 Gpx1 14775 630.099939 1.839784e+00 0.23791891
## 146 Olfm1 56177 7.458803 1.806423e+00 2.35631056
## 147 Camp 12796 38.510621 1.676169e+00 0.73420274
## 148 Fam117a 215512 20.871983 1.666596e+00 1.05760295
## 149 Urod 22275 65.307780 1.666221e+00 0.41350284
## 150 Igfbp7 29817 6.662779 1.650427e+00 2.00044280
## 151 Car2 12349 364.654174 1.647534e+00 0.25163625
## 152 C1qc 12262 10.351302 1.550176e+00 1.72088246
## 153 Ddit4 74747 71.724258 1.539530e+00 0.72229032
## 154 Wfdc21 66107 9.673042 1.510335e+00 1.31568452
## 155 Lst1 16988 14.843360 1.504993e+00 1.02815089
## 156 Mgll 23945 12.477185 1.452644e+00 1.17438216
## 157 Pf4 56744 5.678527 1.440367e+00 1.86817560
## 158 Rgs10 67865 21.422650 1.429442e+00 1.15767924
## 159 Mpo 17523 6.847975 1.413143e+00 1.58186290
## 160 Pigq 14755 64.123421 1.400183e+00 0.44459450
## 161 Epb4.1 <NA> 52.622346 1.398106e+00 0.54645615
## 162 Ear2 13587 5.334231 1.379322e+00 1.82014644
## 163 Ifrd2 15983 46.315115 1.360069e+00 0.52829439
## 164 Odc1 18263 58.936495 1.321718e+00 0.48500625
## 165 Lhx2 16870 20.377083 1.301240e+00 1.83281891
## 166 H2-T24 15042 34.883726 1.267937e+00 0.91822323
## 167 Anxa2 12306 8.679879 1.200104e+00 1.32791536
## 168 Zfpm1 22761 21.827057 1.197857e+00 0.88370651
## 169 Il1b 16176 4.009845 1.150205e+00 1.86100483
## 170 Tfrc 22042 85.881562 1.145257e+00 0.60684781
## 171 C3 12266 5.840910 1.116409e+00 1.57557630
## 172 Pcp4 18546 13.181192 1.114953e+00 1.71273103
## 173 Fth1 14319 685.167755 1.091453e+00 0.21189046
## 174 Hoxb7 15415 11.777718 1.042578e+00 1.71734410
## 175 Cebpb 12608 3.846147 1.005296e+00 1.76287019
## 176 Rap1gap2 380711 3.480032 9.983153e-01 1.92444234
## 177 Ppap2a <NA> 5.504249 9.902281e-01 1.49493911
## 178 Prdx2 21672 407.068359 9.874908e-01 0.35821516
## 179 Prkar2b 19088 8.014817 9.713197e-01 1.32089383
## 180 Prtn3 19152 5.998335 9.624587e-01 1.38234726
## 181 Abcb4 18670 11.166259 9.585231e-01 1.06669855
## 182 C1qa 12259 12.016414 9.536389e-01 1.31341437
## 183 H2-Ea-ps <NA> 34.589727 9.297087e-01 0.99960385
## 184 Cd74 16149 86.986569 9.242690e-01 0.79117583
## 185 Dapk2 13143 5.174598 9.135087e-01 1.59499473
## 186 Rps28 54127 292.506997 9.133749e-01 0.21924363
## 187 Mcam 84004 4.301852 9.121016e-01 1.90306294
## 188 Gem 14579 31.931992 8.865107e-01 1.28566244
## 189 Ank 11732 5.325233 8.837546e-01 1.42700974
## 190 Mpeg1 17476 8.513077 8.791717e-01 1.23039922
## 191 Ltf 17002 21.009495 8.785572e-01 0.92570378
## 192 Cybb 13058 9.688022 8.771548e-01 1.15260181
## 193 Rps10 67097 1284.644637 8.760276e-01 0.12556372
## 194 Ubac1 98766 26.328389 8.698626e-01 0.76566923
## 195 Rpl36 54217 1833.457258 8.505177e-01 0.13394107
## 196 Adcy6 11512 7.982872 8.281752e-01 1.25829156
## 197 H2-Aa 14960 33.742685 8.177447e-01 0.91309965
## 198 Ube2l6 56791 75.827167 8.166137e-01 0.71509097
## 199 Trak2 70827 32.994150 8.109356e-01 0.67918466
## 200 March2 <NA> 53.802013 8.052120e-01 0.63608075
## 201 Tbc1d30 74694 3.989511 7.962822e-01 1.62402894
## 202 Cmc2 66531 38.157156 7.868929e-01 0.65702507
## 203 Ctsb 13030 74.416928 7.809198e-01 0.42598334
## 204 Rps18 20084 1188.528678 7.710857e-01 0.15139058
## 205 Glrx5 73046 103.610991 7.708489e-01 0.45709440
## 206 1110038B12Rik 68763 181.437811 7.656070e-01 0.24947322
## 207 Atpif1 11983 62.767907 7.644392e-01 0.45563423
## 208 Rexo2 104444 71.057361 7.577904e-01 0.37343028
## 209 Olfm4 380924 3.842818 7.577647e-01 1.58162158
## 210 Cpox 12892 24.322042 7.500571e-01 0.72853652
## 211 Phf10 72057 38.926010 7.455093e-01 0.48490069
## 212 Pkdcc 106522 16.210983 7.375866e-01 1.94018206
## 213 Bsg 12215 181.082462 7.365920e-01 0.28830039
## 214 Gypc 71683 43.457137 7.296136e-01 0.58727442
## 215 Cfp 18636 9.006244 7.250701e-01 1.11662304
## 216 Optn 71648 5.173690 7.119838e-01 1.30959376
## 217 Hmox1 15368 11.338972 7.048514e-01 1.05489262
## 218 Emp3 13732 44.096773 6.886177e-01 0.78326941
## 219 Foxf2 14238 2.818913 6.819845e-01 1.60264114
## 220 Cpne2 234577 9.779878 6.673269e-01 1.25545657
## 221 Rps2 16898 611.896628 6.583793e-01 0.14304350
## 222 Clec4n 56620 4.669031 6.494712e-01 1.36681760
## 223 Tk1 21877 53.974221 6.415939e-01 0.59028787
## 224 Rpl14 67115 821.421358 6.408294e-01 0.15075021
## 225 Pdgfb 18591 3.475453 6.408211e-01 1.59900654
## 226 Vcam1 22329 7.008249 6.357327e-01 1.17054260
## 227 Rpsa 16785 904.950419 6.300521e-01 0.17492951
## 228 Rps25 75617 859.040319 6.257481e-01 0.13203443
## 229 Cd9 12527 5.507754 6.232182e-01 1.15390408
## 230 Rplp1 56040 3131.910390 6.126910e-01 0.13545944
## 231 C1qb 12260 10.012418 6.104854e-01 1.16062742
## 232 Rplp0 11837 847.268592 6.052079e-01 0.10523527
## 233 Rpl10a 19896 536.818624 5.980343e-01 0.11969358
## 234 Hsp90ab1 15516 1295.262902 5.801108e-01 0.11079897
## 235 Rps29 20090 477.250008 5.776980e-01 0.14883696
## 236 Hebp1 15199 35.439848 5.746166e-01 0.52742496
## 237 Fahd1 68636 11.335278 5.716432e-01 0.83318745
## 238 Ybx3 56449 156.634805 5.715164e-01 0.32413807
## 239 Rps12 20042 1743.818943 5.538597e-01 0.09432971
## 240 Impdh2 23918 114.847945 5.439944e-01 0.28952026
## 241 Ass1 11898 22.832106 5.403278e-01 0.61524299
## 242 Igf2 16002 88.237960 5.283373e-01 1.81844117
## 243 Birc5 11799 100.668037 5.264658e-01 0.38049090
## 244 Nt5c3 107569 58.137042 5.263607e-01 0.49638174
## 245 Rpl4 67891 2469.131555 5.237730e-01 0.11428505
## 246 Rab7b 226421 6.301096 5.180578e-01 1.21411761
## 247 Slc40a1 53945 7.676367 5.169872e-01 1.04153278
## 248 Slc29a1 63959 70.334615 5.145655e-01 0.31042445
## 249 Rpl3 27367 470.394427 5.053225e-01 0.12608688
## 250 Tubb5 22154 775.192907 5.003952e-01 0.18003872
## 251 Rpl36a 19982 633.847412 4.946184e-01 0.10921438
## 252 Rpl12 269261 1087.785617 4.930121e-01 0.11420076
## 253 Adrb2 11555 6.518586 4.874919e-01 1.02400384
## 254 Slc25a39 68066 56.908948 4.820676e-01 0.32271606
## 255 Tlr7 170743 3.323001 4.807478e-01 1.27122500
## 256 Gzma 14938 7.347054 4.762440e-01 1.13178625
## 257 Hoxb8 15416 23.202097 4.710500e-01 1.53964399
## 258 Rpl35 66489 725.299840 4.604331e-01 0.10667639
## 259 Rpl11 67025 778.611950 4.581814e-01 0.11210893
## 260 Rpl32 19951 2728.709823 4.561747e-01 0.08501432
## 261 Eef1b2 55949 443.258969 4.559443e-01 0.12256016
## 262 Vopp1 232023 19.148371 4.557312e-01 0.59154262
## 263 Gnb2l1 <NA> 1643.508617 4.543480e-01 0.10024130
## 264 Pkm 18746 407.036911 4.424962e-01 0.14945483
## 265 Tmem14c 66154 131.425063 4.411208e-01 0.24657880
## 266 Tcp1 21454 228.361671 4.404436e-01 0.19097745
## 267 Rpl37 67281 420.207417 4.351972e-01 0.15096314
## 268 Plbd1 66857 5.175779 4.319758e-01 0.97084320
## 269 Slc43a1 72401 42.148823 4.302749e-01 0.47446973
## 270 Rplp2 67186 2675.974212 4.294343e-01 0.09749375
## 271 Ptdss2 27388 19.319660 4.287918e-01 0.58652949
## 272 Rps27a 78294 837.676997 4.258271e-01 0.10469066
## 273 Uqcc2 67267 96.659327 4.256951e-01 0.23375235
## 274 Mki67 17345 120.326455 4.255804e-01 0.24772067
## 275 Ndufb9 66218 155.270116 4.245040e-01 0.18318908
## 276 Eef1a1 13627 6288.765394 4.236928e-01 0.11789087
## 277 Memo1 76890 76.672894 4.205383e-01 0.25818694
## 278 Gpx4 625249 62.545208 4.192132e-01 0.26611069
## 279 Ranbp10 74334 25.669181 4.184029e-01 0.55747182
## 280 Ndufv3 78330 99.743421 4.165595e-01 0.22560153
## 281 Smpdl3b 100340 5.145720 4.139898e-01 1.04605962
## 282 Cks1b 54124 131.422712 4.138192e-01 0.25487231
## 283 Dnajb2 56812 13.505980 4.135992e-01 0.72569251
## 284 Pnpo 103711 26.329563 4.135602e-01 0.51500946
## 285 Cd82 12521 62.742732 4.130692e-01 0.32733155
## 286 Rps6 20104 245.773620 4.125574e-01 0.15205999
## 287 Cxcr3 12766 4.136566 4.115535e-01 1.22690923
## 288 Rpl28 19943 1941.021136 4.115213e-01 0.11987028
## 289 Ube2c 68612 145.192779 4.111357e-01 0.32111628
## 290 Ell2 192657 5.170687 4.091257e-01 0.94871240
## 291 Mrpl28 68611 68.161912 4.078849e-01 0.26966077
## 292 Fn1 14268 3.184697 4.076245e-01 1.17196053
## 293 Tuba1b 22143 135.917001 4.054574e-01 0.25953873
## 294 Tubb4b 227613 174.867772 4.039964e-01 0.20994154
## 295 Ppil1 68816 76.132719 4.034949e-01 0.27144725
## 296 Rpl7a 27176 874.709932 4.009210e-01 0.11709304
## 297 H2-Eb1 14969 20.199099 4.004503e-01 0.65563259
## 298 Rps23 66475 846.915470 4.000941e-01 0.11306817
## 299 Rps5 20103 2161.833427 4.000287e-01 0.09386207
## 300 Adk 11534 59.356777 3.966974e-01 0.29872981
## 301 Rpl41 67945 1410.484362 3.963326e-01 0.09769441
## 302 Cd47 16423 63.110358 3.959114e-01 0.29664601
## 303 Rpl19 19921 686.783200 3.948489e-01 0.10992155
## 304 Irf7 54123 18.024570 3.940310e-01 0.67634903
## 305 Rpl6 19988 492.326054 3.936071e-01 0.11684503
## 306 Uba52 22186 728.736597 3.873849e-01 0.10634224
## 307 S100a6 20200 34.726345 3.844791e-01 0.71073160
## 308 Ppox 19044 20.163293 3.833134e-01 0.54544060
## 309 Rpl13 270106 767.714049 3.825100e-01 0.10929158
## 310 Sntb1 20649 3.149306 3.823076e-01 1.25039467
## 311 Ctsd 13033 86.220581 3.802118e-01 0.26918538
## 312 Msrb1 27361 50.050456 3.795943e-01 0.30460401
## 313 Cdt1 67177 33.735518 3.754991e-01 0.41516702
## 314 Mkrn1 54484 63.129379 3.746854e-01 0.39855010
## 315 Rpl24 68193 369.217356 3.717166e-01 0.13624751
## 316 Rps15 20054 2749.258777 3.699594e-01 0.08778889
## 317 Tsc22d3 14605 64.740218 3.669610e-01 0.26724184
## 318 BC117090 <NA> 2.842725 3.663795e-01 1.21210345
## 319 Rbm38 56190 109.381714 3.655549e-01 0.25383474
## 320 Rps17 20068 1691.221140 3.625753e-01 0.10947114
## 321 Eif3i 54709 151.952269 3.560576e-01 0.20515116
## 322 Itsn1 16443 5.004670 3.540757e-01 0.87906519
## 323 Rps8 20116 1434.952761 3.532143e-01 0.09356018
## 324 Eef1g 67160 290.498154 3.515313e-01 0.15177837
## 325 Rpl23a 268449 993.884041 3.508010e-01 0.11071285
## 326 Anp32b 67628 431.608697 3.507393e-01 0.18680969
## 327 H2-Ab1 14961 84.401820 3.492875e-01 0.31083519
## 328 Rpl17 319195 1024.115346 3.484285e-01 0.12401196
## 329 Rad23a 19358 46.961548 3.481144e-01 0.36962660
## 330 Rpl9 20005 1054.688054 3.476320e-01 0.11279275
## 331 Pabpc1 18458 881.970266 3.453542e-01 0.11948808
## 332 Pcyt1a 13026 11.817770 3.437835e-01 0.59270245
## 333 Rps21 66481 2455.933162 3.431261e-01 0.09804517
## 334 Cd200 17470 5.490523 3.428385e-01 0.89724517
## 335 Hspa8 15481 313.156264 3.423197e-01 0.18527050
## 336 Pkmyt1 268930 19.949491 3.419520e-01 0.49193600
## 337 Gtf2f1 98053 62.688260 3.414796e-01 0.25445651
## 338 Rps13 68052 840.167062 3.411631e-01 0.10626340
## 339 Rpl34-ps1 619547 1170.918642 3.404897e-01 0.12452846
## 340 Rpl8 26961 1983.993537 3.400002e-01 0.14881331
## 341 Cox6b2 333182 5.502160 3.394410e-01 0.81692649
## 342 Ly6c2 100041546 5.510745 3.370341e-01 0.81455804
## 343 Rpl27a 26451 320.383078 3.356266e-01 0.15984345
## 344 Fam213a <NA> 28.834471 3.354789e-01 0.48276441
## 345 Dek 110052 185.428144 3.325666e-01 0.21497561
## 346 Lsm2 27756 69.627234 3.313144e-01 0.27433906
## 347 Rpl14-ps1 100040970 60.513797 3.286863e-01 0.26099251
## 348 2410015M20Rik <NA> 85.784966 3.263754e-01 0.23038543
## 349 Rpl27 19942 192.240731 3.257195e-01 0.18240634
## 350 Hn1l <NA> 39.064207 3.242872e-01 0.36291184
## 351 Ifi27l2a 76933 119.021962 3.226066e-01 0.33365468
## 352 Psmb1 19170 273.854566 3.175817e-01 0.18816662
## 353 Rpl7 19989 1592.853745 3.170163e-01 0.12805973
## 354 Rps26 27370 2134.497061 3.156977e-01 0.10663961
## 355 Rps3 27050 930.215394 3.138748e-01 0.12520615
## 356 Cox7a2l 20463 307.046253 3.116245e-01 0.22745499
## 357 Rpl35a 57808 457.542896 3.092336e-01 0.14721390
## 358 Mrpl18 67681 119.801219 3.089184e-01 0.22807146
## 359 Rpl23 65019 698.463704 3.083399e-01 0.14119744
## 360 Psmb8 16913 289.604530 3.073503e-01 0.15664213
## 361 Rps4x 20102 1665.142887 3.059897e-01 0.10650057
## 362 Icosl 50723 12.470500 3.058415e-01 0.69480858
## 363 Lgmn 19141 28.770314 3.045339e-01 0.38834655
## 364 Npm1 18148 701.293110 3.024608e-01 0.16732827
## 365 Dpy30 66310 110.199675 3.008714e-01 0.21680785
## 366 Pfdn6 14976 128.144586 2.999134e-01 0.20918240
## 367 Mcm7 17220 144.236919 2.997918e-01 0.21505497
## 368 Csnk2b 13001 133.963034 2.995963e-01 0.20563178
## 369 Hint1 15254 340.210677 2.990987e-01 0.18337469
## 370 1110001J03Rik <NA> 41.566206 2.989818e-01 0.28829709
## 371 Gmnn 57441 71.106680 2.977125e-01 0.27128984
## 372 Ldha 16828 310.764422 2.969439e-01 0.17634909
## 373 Ccne1 12447 22.128390 2.958651e-01 0.39984265
## 374 Rab26os 75614 19.474904 2.943474e-01 0.42350392
## 375 Rasd1 19416 3.972702 2.930268e-01 1.04373137
## 376 Mcm6 17219 127.554945 2.929780e-01 0.26335353
## 377 Lsp1 16985 338.845629 2.923987e-01 0.18453532
## 378 Nipa1 233280 4.002996 2.914042e-01 0.82651159
## 379 Tpi1 21991 102.441435 2.912318e-01 0.21427047
## 380 Rpl5 100503670 156.632260 2.887855e-01 0.19020043
## 381 Myl12b 67938 337.214163 2.865487e-01 0.18352046
## 382 Eif2ak1 15467 43.120974 2.865462e-01 0.32433034
## 383 Rps14 20044 2010.686192 2.847157e-01 0.14252008
## 384 Hip1 215114 2.982605 2.824698e-01 0.98105459
## 385 Eef1d 66656 109.089478 2.796760e-01 0.20734015
## 386 Polr1c 20016 55.553928 2.771465e-01 0.24949775
## 387 Trf 22041 7.342376 2.764605e-01 0.67633950
## 388 Tomm6 66119 84.915470 2.759242e-01 0.23881040
## 389 Rpl10 110954 767.701232 2.755511e-01 0.13746922
## 390 Ndufv2 72900 94.219056 2.752107e-01 0.23122339
## 391 Picalm 233489 64.362905 2.749293e-01 0.23622642
## 392 Sema6d 214968 3.823247 2.747794e-01 0.89556718
## 393 U2af1 108121 120.514650 2.738739e-01 0.20673591
## 394 Msrb3 320183 10.997799 2.727273e-01 0.56656467
## 395 Vars 22321 122.895013 2.726456e-01 0.20016952
## 396 Rpl18a 76808 584.325588 2.726120e-01 0.13799695
## 397 Slc7a5 20539 37.602289 2.707437e-01 0.28842103
## 398 Efna1 13636 30.524483 2.686240e-01 0.60841316
## 399 Rnf10 50849 112.064307 2.649281e-01 0.21477333
## 400 Tuba1c 22146 36.893680 2.627619e-01 0.30681924
## 401 Rps16 20055 1100.987268 2.614390e-01 0.12331651
## 402 Rps3a1 20091 848.588441 2.609680e-01 0.12767148
## 403 Nap1l1 53605 153.678484 2.595743e-01 0.22282565
## 404 Tuba4a 22145 79.713114 2.591327e-01 0.23300008
## 405 Oxct1 67041 61.286615 2.590037e-01 0.32897475
## 406 Igf2os 111975 2.812753 2.582065e-01 1.02916010
## 407 Neat1 66961 16.020672 2.576856e-01 0.52477075
## 408 Rpl13a 22121 1609.721289 2.559845e-01 0.13440644
## 409 Zfp36l2 12193 147.238991 2.559447e-01 0.39296111
## 410 Rps20 67427 2461.186565 2.559295e-01 0.12913600
## 411 Cdc37 12539 130.152929 2.558168e-01 0.19960451
## 412 Snora26 100313943 4.171531 2.551797e-01 1.06390632
## 413 Abcb6 74104 12.160249 2.543579e-01 0.47242409
## 414 Khsrp 16549 78.142448 2.543193e-01 0.22690584
## 415 Ndufb10 68342 143.492496 2.540111e-01 0.19486778
## 416 Elovl5 68801 69.821818 2.524767e-01 0.23288146
## 417 Slc25a38 208638 25.813669 2.524290e-01 0.37291303
## 418 Mcm5 17218 103.960111 2.515208e-01 0.25610798
## 419 Pxdc1 66895 8.991001 2.510747e-01 0.72167846
## 420 AI662270 100043636 161.444596 2.496412e-01 0.20977925
## 421 Rpl26 19941 84.073005 2.487363e-01 0.26650292
## 422 Metap2 56307 59.900209 2.482518e-01 0.24723617
## 423 Tceb2 <NA> 256.180195 2.482124e-01 0.19792014
## 424 Mrpl2 27398 64.488732 2.478319e-01 0.24295785
## 425 Phb2 12034 179.199890 2.475357e-01 0.18506860
## 426 Carm1 59035 27.771584 2.472488e-01 0.32784766
## 427 Cyb5a 109672 107.291775 2.471738e-01 0.32455422
## 428 Fzr1 56371 48.569369 2.457254e-01 0.26949578
## 429 Rpl29 19944 89.741726 2.452426e-01 0.22414351
## 430 Sell 20343 189.274649 2.444006e-01 0.34155513
## 431 Isca1 69046 21.149936 2.438034e-01 0.37672524
## 432 Chaf1a 27221 40.525351 2.429232e-01 0.32602095
## 433 Rpl37a 19981 649.651905 2.416744e-01 0.15387506
## 434 Eif3g 53356 159.429650 2.409302e-01 0.19070741
## 435 Mtch1 56462 79.769289 2.380638e-01 0.22884940
## 436 Metrn 70083 38.535840 2.379622e-01 0.34114978
## 437 Ncs1 14299 3.494345 2.372332e-01 0.81973771
## 438 Myl12a 67268 113.509948 2.365681e-01 0.20878853
## 439 Slc14a1 108052 13.672951 2.350911e-01 0.46730000
## 440 Lamb2 16779 5.650610 2.347629e-01 0.63952441
## 441 Asns 27053 17.673400 2.344282e-01 0.51091406
## 442 Chil3 12655 6.013599 2.333957e-01 0.65883600
## 443 Npm3 18150 63.511031 2.292427e-01 0.23487020
## 444 Sdc3 20970 3.338810 2.282359e-01 0.79531701
## 445 Fen1 14156 60.818771 2.278480e-01 0.23984198
## 446 Cotl1 72042 142.227046 2.276602e-01 0.22729939
## 447 Grb10 14783 8.133222 2.276218e-01 0.61462503
## 448 Hdgf 15191 202.463536 2.248562e-01 0.18977168
## 449 Hs3st2 195646 8.300048 2.244290e-01 0.70384488
## 450 Bola3 78653 51.215651 2.223458e-01 0.25581923
## 451 Ccna2 12428 104.933901 2.221702e-01 0.25719348
## 452 Pdzd4 245469 7.806472 2.220392e-01 0.59232919
## 453 Ppp2r4 <NA> 111.721214 2.220370e-01 0.19866616
## 454 Cyc1 66445 134.648069 2.215944e-01 0.19333010
## 455 Abhd4 105501 10.160314 2.215711e-01 0.47720156
## 456 Mrps34 79044 57.728603 2.190737e-01 0.22934753
## 457 Snrpd2 107686 213.865548 2.174778e-01 0.18630792
## 458 Rnf123 84585 27.316604 2.171952e-01 0.30608281
## 459 Uros 22276 25.479541 2.171551e-01 0.34557640
## 460 Mab21l2 23937 2.482193 2.168821e-01 0.93712656
## 461 E2f4 104394 73.180638 2.155300e-01 0.21642121
## 462 Lig1 16881 71.743522 2.153353e-01 0.25284249
## 463 Golm1 105348 15.311172 2.151790e-01 0.39314142
## 464 Rabgef1 56715 16.238523 2.141463e-01 0.57626723
## 465 Sorl1 20660 7.006077 2.136725e-01 0.58520149
## 466 Aif1 11629 3.168952 2.131419e-01 0.76012966
## 467 Rhoa 11848 277.120393 2.107582e-01 0.19254150
## 468 Dnajb4 67035 8.167250 2.092422e-01 0.51005177
## 469 Nme2 18103 199.000464 2.087179e-01 0.18080030
## 470 Tipin 66131 111.540553 2.071882e-01 0.26639983
## 471 Atp5h 71679 187.297227 2.065303e-01 0.18811734
## 472 Fbl 14113 109.920191 2.061828e-01 0.21142257
## 473 Cox5a 12858 367.554601 2.059212e-01 0.20470409
## 474 Rpl31 114641 210.803449 2.058927e-01 0.17539690
## 475 Tom1l1 71943 4.836221 2.057247e-01 0.61177625
## 476 Uqcr11 66594 148.467488 2.049898e-01 0.18791174
## 477 Sdhd 66925 142.206599 2.046261e-01 0.20749975
## 478 Mcm2 17216 97.011213 2.036883e-01 0.22069524
## 479 Stub1 56424 58.853140 2.035761e-01 0.22658907
## 480 Trim59 66949 48.880467 2.033281e-01 0.23101980
## 481 Oas3 246727 5.178199 2.031047e-01 0.63057308
## 482 Cd68 12514 7.345881 2.030123e-01 0.54379023
## 483 Rpl34 68436 213.642157 2.026322e-01 0.18063805
## 484 Cd160 54215 4.527979 2.019885e-01 0.73186461
## 485 Rpl18 19899 1059.642214 2.019443e-01 0.13505949
## 486 Gapdh 14433 171.143306 2.014526e-01 0.19304334
## 487 Dnmt1 13433 96.447750 2.011390e-01 0.26012290
## 488 Mns1 17427 17.293295 2.010147e-01 0.35284859
## 489 Dcps 69305 70.932913 2.005156e-01 0.23164047
## 490 Naca 17938 460.428225 2.001634e-01 0.14606596
## 491 Sod1 20655 303.065524 1.976857e-01 0.18263012
## 492 Rnase11 497113 5.844056 1.963076e-01 0.60130188
## 493 Klhdc3 71765 60.873974 1.962549e-01 0.21730337
## 494 Aplp2 11804 28.414102 1.949609e-01 0.28165613
## 495 Glo1 109801 33.262228 1.948600e-01 0.25089713
## 496 H2afz <NA> 219.186996 1.937669e-01 0.21755303
## 497 Slc25a5 11740 428.863717 1.933970e-01 0.15015349
## 498 Ranbp1 19385 246.323103 1.931097e-01 0.18985579
## 499 Apex1 11792 178.713778 1.930736e-01 0.22453821
## 500 Mrpl12 56282 93.773792 1.928019e-01 0.20001920
## 501 Mthfd1 108156 39.426468 1.920563e-01 0.24362404
## 502 Uqcrc1 22273 186.872940 1.917816e-01 0.19978885
## 503 Me2 107029 60.156455 1.915951e-01 0.23429484
## 504 Cuta 67675 59.997607 1.913666e-01 0.22388079
## 505 E2f8 108961 23.763991 1.909410e-01 0.29511715
## 506 Rbm3 19652 274.610125 1.904314e-01 0.20138628
## 507 Gins1 69270 31.060279 1.889234e-01 0.28219091
## 508 Bok 51800 35.846647 1.884474e-01 0.38155811
## 509 Cks2 66197 61.629404 1.881322e-01 0.23228243
## 510 Hmga1 15361 37.918690 1.881321e-01 0.24119116
## 511 Cct5 12465 249.638775 1.877488e-01 0.16814959
## 512 Txnrd2 26462 15.485074 1.868823e-01 0.35800689
## 513 Ifi44 99899 12.493899 1.859843e-01 0.37590505
## 514 Tfdp1 21781 79.302827 1.853694e-01 0.20497358
## 515 Rps27l 67941 365.345397 1.847633e-01 0.19866360
## 516 Ramp1 51801 9.859032 1.847422e-01 0.59021745
## 517 Nme3 79059 47.382865 1.836492e-01 0.23172330
## 518 Mcm3 17215 111.263952 1.834917e-01 0.22154003
## 519 Eno1b 433182 78.722270 1.832062e-01 0.21498854
## 520 Atp5o 28080 239.399559 1.831392e-01 0.18492290
## 521 Syce2 71846 14.290766 1.827706e-01 0.37481140
## 522 5730508B09Rik <NA> 10.334297 1.826733e-01 0.41510193
## 523 Cfl1 12631 943.086701 1.822306e-01 0.13162928
## 524 Ndufa7 66416 160.925845 1.821390e-01 0.17970943
## 525 Mir6236 102465959 3.197263 1.810640e-01 0.88823226
## 526 Abcf1 224742 82.140848 1.802856e-01 0.20040208
## 527 Pgp 67078 35.421109 1.797943e-01 0.23654580
## 528 Snrpc 20630 88.222068 1.797634e-01 0.20829159
## 529 Mydgf 28106 66.804043 1.795152e-01 0.21328066
## 530 Sppl2b 73218 15.831160 1.791116e-01 0.34419806
## 531 Fos 14281 4.342557 1.781361e-01 0.61015648
## 532 Gm10052 654467 158.943480 1.770340e-01 0.20787120
## 533 Wdr61 66317 63.493528 1.754119e-01 0.21221617
## 534 Nme1 18102 118.061952 1.747270e-01 0.18737637
## 535 Atp2b4 381290 28.304621 1.744874e-01 0.25687968
## 536 Rpl15 66480 158.300390 1.744413e-01 0.17846391
## 537 Pcna 18538 333.837551 1.739995e-01 0.18903271
## 538 Ly86 17084 4.650441 1.737755e-01 0.55679886
## 539 Azin1 54375 49.225888 1.729457e-01 0.21835638
## 540 Polr2f 69833 90.468518 1.727886e-01 0.19544552
## 541 Txn2 56551 88.824082 1.727482e-01 0.19701200
## 542 Rnaseh2c 68209 60.163151 1.726152e-01 0.21162280
## 543 Rps24 20088 1104.838131 1.723673e-01 0.18529728
## 544 Slbp 20492 83.070325 1.720709e-01 0.20761081
## 545 Sqle 20775 30.776666 1.718847e-01 0.24635657
## 546 Rab31 106572 30.585141 1.707318e-01 0.25490572
## 547 Xpo7 65246 19.651495 1.692308e-01 0.32010413
## 548 Rps15a 267019 99.949014 1.691320e-01 0.18959845
## 549 Ckap4 216197 5.158777 1.678841e-01 0.52109701
## 550 Rnps1 19826 32.251968 1.670309e-01 0.23636491
## 551 Rpl21 19933 187.192097 1.668365e-01 0.16930509
## 552 Tmsb4x 19241 3298.130920 1.662199e-01 0.12843765
## 553 Pabpc4 230721 45.766667 1.650792e-01 0.22094759
## 554 D17Wsu92e <NA> 54.047255 1.644855e-01 0.21006702
## 555 Smyd2 226830 29.453143 1.643170e-01 0.28972143
## 556 Pttg1 30939 80.697037 1.641552e-01 0.22596539
## 557 C1qbp 12261 164.119157 1.640571e-01 0.19430055
## 558 Cdca8 52276 68.894948 1.637766e-01 0.23530068
## 559 Arf5 11844 121.552390 1.633143e-01 0.19649692
## 560 Efna5 13640 2.990854 1.631491e-01 0.66592948
## 561 Brpf3 268936 18.636419 1.631292e-01 0.27908565
## 562 Snhg3 399101 36.933166 1.630516e-01 0.23633345
## 563 Cpeb4 67579 8.502656 1.625839e-01 0.43764627
## 564 Ran 19384 151.536208 1.622068e-01 0.19140922
## 565 Tspan8 216350 16.344599 1.618414e-01 0.43948831
## 566 Ubp1 22221 37.440754 1.617715e-01 0.22546342
## 567 Flt1 14254 1.984938 1.614770e-01 0.80169318
## 568 Fau 14109 837.654142 1.614220e-01 0.13357344
## 569 Fam220a 67238 14.501551 1.605989e-01 0.36251848
## 570 Vim 22352 397.728371 1.600940e-01 0.18442318
## 571 Atp1a1 11928 107.060607 1.600655e-01 0.19354736
## 572 Cdca7 66953 101.880676 1.599781e-01 0.19799889
## 573 Abcg2 26357 22.138814 1.599153e-01 0.28691838
## 574 Prim1 19075 44.516041 1.589449e-01 0.22887272
## 575 Ankrd37 654824 5.840870 1.588786e-01 0.49842082
## 576 Plek 56193 7.498224 1.587183e-01 0.41714385
## 577 Rrm2 20135 142.951340 1.585748e-01 0.21044079
## 578 Mxd1 17119 8.168164 1.578384e-01 0.41546568
## 579 Nusap1 108907 66.744075 1.563100e-01 0.22499368
## 580 Slc3a2 17254 42.908945 1.558443e-01 0.21669821
## 581 H2afx <NA> 263.543704 1.556643e-01 0.21762252
## 582 Mrps18a 68565 64.477235 1.553743e-01 0.20850778
## 583 Eif5a 276770 671.824994 1.546086e-01 0.15974756
## 584 Abhd14a 68644 11.659677 1.542066e-01 0.34018896
## 585 Mir20a 387139 8.918680 1.538423e-01 0.89755593
## 586 Ppib 19035 422.367386 1.535178e-01 0.17907531
## 587 Ppp2r1a 51792 149.682113 1.533215e-01 0.18473814
## 588 Mif 17319 286.718567 1.529512e-01 0.17339257
## 589 Retnlg 245195 10.525117 1.528698e-01 0.42131992
## 590 Cdv3 321022 78.082797 1.528161e-01 0.21073553
## 591 Gtf2h5 66467 59.330483 1.526449e-01 0.20247206
## 592 Adam10 11487 88.249990 1.523538e-01 0.18958460
## 593 0610011F06Rik <NA> 24.115132 1.520336e-01 0.24225107
## 594 Cwc15 66070 126.431567 1.516679e-01 0.18853368
## 595 Bola2 66162 153.126976 1.509824e-01 0.17010761
## 596 Aurkb 20877 54.292487 1.509804e-01 0.22900147
## 597 Cuedc1 103841 6.804501 1.508154e-01 0.49449538
## 598 Snrpd3 67332 225.900320 1.507163e-01 0.16483477
## 599 Ctnnb1 12387 147.110818 1.497275e-01 0.20777978
## 600 Nhp2 52530 105.761461 1.496942e-01 0.19091160
## 601 Mcm4 17217 74.900054 1.495261e-01 0.21063341
## 602 Nkg7 72310 4.670371 1.492865e-01 0.52272659
## 603 Stt3b 68292 76.264619 1.487480e-01 0.19745608
## 604 Ccnf 12449 35.377557 1.485493e-01 0.23404026
## 605 Idh3a 67834 59.996078 1.485183e-01 0.20667447
## 606 Isyna1 71780 35.772907 1.484988e-01 0.22527599
## 607 Paics 67054 147.194918 1.484340e-01 0.18898537
## 608 Lpin2 64898 24.112587 1.483413e-01 0.24054442
## 609 Qars 97541 74.624926 1.483270e-01 0.19326723
## 610 H19 14955 102.011755 1.481314e-01 0.62766364
## 611 Nt5dc2 70021 18.902188 1.481145e-01 0.37250350
## 612 Timm8b 30057 77.257518 1.476972e-01 0.19804119
## 613 Tmem242 70544 69.103433 1.474091e-01 0.20662033
## 614 Ftl1 14325 469.514920 1.472051e-01 0.17792468
## 615 Cdk1 12534 40.355867 1.468004e-01 0.22979885
## 616 Rps19 20085 1051.214334 1.467126e-01 0.14229981
## 617 Rpl30 19946 52.882901 1.464681e-01 0.20325336
## 618 Psmb9 16912 156.505315 1.461403e-01 0.18929832
## 619 Nkain1 67149 2.982103 1.460217e-01 0.63641820
## 620 Fdps 110196 29.118971 1.460038e-01 0.22863630
## 621 Ccnb2 12442 108.498600 1.459652e-01 0.24162860
## 622 Uqcrq 22272 187.662280 1.457919e-01 0.16894319
## 623 Hmgb3 15354 40.041960 1.456751e-01 0.22039489
## 624 Dut 110074 69.086926 1.456726e-01 0.20956099
## 625 Anln 68743 17.603945 1.455553e-01 0.29431953
## 626 Rpp21 67676 39.223548 1.454797e-01 0.22091458
## 627 Minpp1 17330 34.428848 1.450605e-01 0.22047103
## 628 Rpa2 19891 58.451692 1.449526e-01 0.22084709
## 629 Snora21 100302498 7.883535 1.447186e-01 0.86831736
## 630 Cox5b 12859 181.108544 1.444803e-01 0.17362412
## 631 Psme3 19192 114.267546 1.436563e-01 0.18208489
## 632 Ppia 268373 544.564770 1.433084e-01 0.16357868
## 633 Bag1 12017 96.601335 1.429825e-01 0.17920162
## 634 Nelfe 27632 31.745315 1.416612e-01 0.22252260
## 635 Ncl 17975 202.195802 1.415446e-01 0.17601513
## 636 Scarb1 20778 21.785830 1.415362e-01 0.24450703
## 637 Hmgn1 15312 132.354303 1.414581e-01 0.19637890
## 638 P4hb 18453 139.626440 1.411314e-01 0.16993365
## 639 Uqcrfs1 66694 92.871886 1.397832e-01 0.18823437
## 640 Fn3krp 238024 6.999725 1.395323e-01 0.40744350
## 641 Atp5g2 67942 41.231550 1.394427e-01 0.20587936
## 642 Fbxo30 71865 6.337939 1.392295e-01 0.45477542
## 643 Gnptg 214505 20.128488 1.391872e-01 0.24783130
## 644 Msh6 17688 46.851523 1.390345e-01 0.21210319
## 645 Kifc1 100502766 19.102926 1.387055e-01 0.26553485
## 646 Alox5ap 11690 42.304853 1.385759e-01 0.22368353
## 647 Myh10 77579 4.335803 1.383737e-01 0.48413568
## 648 Ifitm2 80876 135.669823 1.382790e-01 0.17318917
## 649 Cox7a2 12866 203.083124 1.378126e-01 0.19146906
## 650 Clpp 53895 28.609305 1.376825e-01 0.22039577
## 651 Egfl7 353156 44.738934 1.374562e-01 0.34789912
## 652 Atp5g3 228033 424.862409 1.368367e-01 0.15192531
## 653 Tbl3 213773 30.431344 1.362830e-01 0.21648376
## 654 Cdca3 14793 39.677297 1.359900e-01 0.23416179
## 655 Rrm1 20133 93.488765 1.356874e-01 0.19800215
## 656 Cox4i1 12857 560.467046 1.356354e-01 0.14693790
## 657 Mir8112 102465900 6.876705 1.356145e-01 0.83838477
## 658 Exosc7 66446 57.341215 1.355547e-01 0.19351875
## 659 Suox 211389 5.824736 1.355421e-01 0.41795986
## 660 Atp6v0e 11974 123.555777 1.355206e-01 0.18606638
## 661 2810428I15Rik <NA> 60.485240 1.354705e-01 0.19526733
## 662 Mpp6 <NA> 17.289884 1.345807e-01 0.25645267
## 663 Hs3st3b1 54710 5.820970 1.345608e-01 0.41718486
## 664 Carhsp1 52502 30.449167 1.345509e-01 0.23819476
## 665 Nudt9 74167 25.782250 1.345150e-01 0.22201353
## 666 Ddx39b 53817 281.957123 1.336303e-01 0.15256999
## 667 Cox7c 12867 119.451470 1.333970e-01 0.18363110
## 668 Rnf5 54197 34.600793 1.331701e-01 0.21064422
## 669 Rfc4 106344 42.028573 1.330345e-01 0.20914074
## 670 Rhoq 104215 9.143354 1.328055e-01 0.37186573
## 671 Psma4 26441 150.027120 1.323055e-01 0.18147444
## 672 Plcl2 224860 48.191339 1.321351e-01 0.20522811
## 673 Tcf19 106795 54.770629 1.318352e-01 0.22682755
## 674 Slc43a3 58207 43.874688 1.318257e-01 0.20179391
## 675 Nme4 56520 21.983735 1.316763e-01 0.24287456
## 676 Lyar 17089 63.684109 1.314672e-01 0.19171676
## 677 Dctpp1 66422 81.614393 1.314655e-01 0.18121038
## 678 Map2k3 26397 34.577490 1.312902e-01 0.20981300
## 679 Cenpa 12615 86.489773 1.312343e-01 0.21089188
## 680 Ttc7 225049 25.436436 1.310791e-01 0.22186568
## 681 Rps7 20115 549.710114 1.309074e-01 0.14643348
## 682 Lhfpl1 237091 10.123455 1.308862e-01 0.43818676
## 683 Ctss 13040 98.844405 1.305842e-01 0.18590092
## 684 1190002F15Rik <NA> 47.991762 1.303892e-01 0.21812403
## 685 Uaca 72565 75.455515 1.297221e-01 0.19227509
## 686 Calm2 12314 336.516337 1.296551e-01 0.17170161
## 687 Nedd4 17999 91.859669 1.295284e-01 0.19703658
## 688 Fads2 56473 22.903442 1.295218e-01 0.29339204
## 689 Traf7 224619 50.526876 1.290619e-01 0.19406270
## 690 Fcgr2b 14130 14.634178 1.290381e-01 0.30504720
## 691 Shmt2 108037 83.316500 1.289718e-01 0.18929884
## 692 Apeh 235606 51.715024 1.289071e-01 0.19385318
## 693 Snora31 100303751 6.226249 1.288327e-01 0.81628445
## 694 Snx3 54198 96.369865 1.288297e-01 0.17905533
## 695 Naa10 56292 79.944470 1.286987e-01 0.18540108
## 696 Taf1d 75316 78.659679 1.285412e-01 0.18294764
## 697 Prc1 233406 43.179906 1.285027e-01 0.21209806
## 698 Rab6b 270192 6.125104 1.283771e-01 0.60946379
## 699 Tpcn1 252972 25.109310 1.282785e-01 0.22723521
## 700 Atp6v0a1 11975 7.998813 1.275987e-01 0.34141391
## 701 Pole3 59001 55.006812 1.273185e-01 0.19364444
## 702 Dusp1 19252 8.999381 1.270468e-01 0.33048773
## 703 Snora7a 100217451 2.355878 1.268336e-01 0.74349995
## 704 2810417H13Rik <NA> 110.806463 1.266729e-01 0.22323661
## 705 Tacc3 21335 37.540288 1.266411e-01 0.21110254
## 706 Rpa1 68275 88.537358 1.265023e-01 0.18637048
## 707 Cmas 12764 46.119235 1.264993e-01 0.22356072
## 708 Ndufv1 17995 57.509208 1.261472e-01 0.18954277
## 709 Ipo7 233726 77.113763 1.257055e-01 0.18601506
## 710 Incenp 16319 66.753594 1.256455e-01 0.19862822
## 711 Spag5 54141 25.914666 1.254138e-01 0.22504233
## 712 Fam214b 230088 9.507226 1.251635e-01 0.35125507
## 713 2500002B13Rik 78353 6.501740 1.250920e-01 0.40293464
## 714 Stmn1 16765 102.797894 1.250904e-01 0.19327066
## 715 Abhd16a 193742 34.079210 1.249756e-01 0.20375401
## 716 Ssr4 20832 142.662018 1.247630e-01 0.16296113
## 717 Aurka 20878 31.893539 1.246554e-01 0.21739276
## 718 Fbxo7 69754 17.976070 1.242255e-01 0.24497887
## 719 Sgol1 <NA> 17.271194 1.240423e-01 0.26144129
## 720 Cdc6 23834 12.968853 1.240207e-01 0.26895232
## 721 Cenph 26886 22.917029 1.236764e-01 0.23939190
## 722 Dnase2a 13423 8.824837 1.235759e-01 0.31974891
## 723 Orc6 56452 27.416918 1.231848e-01 0.21623674
## 724 Tnfrsf14 230979 18.676859 1.231718e-01 0.27880936
## 725 Lamp1 16783 104.864363 1.230697e-01 0.17113152
## 726 B4galnt1 14421 47.244539 1.211834e-01 0.20489111
## 727 Kif22 110033 48.471759 1.210945e-01 0.21227360
## 728 Mir8094 102465886 5.454231 1.207424e-01 0.78924559
## 729 4933432K03Rik 75793 5.294946 1.190015e-01 0.78338105
## 730 Rpl7l1 66229 63.672510 1.188996e-01 0.17986462
## 731 Usp32 237898 11.493123 1.187866e-01 0.28603778
## 732 G6pdx 14381 18.962227 1.187775e-01 0.22685309
## 733 Eif4a1 13681 239.892395 1.187397e-01 0.15463507
## 734 Wdhd1 218973 20.938674 1.184656e-01 0.22887537
## 735 Stx2 13852 15.147783 1.182059e-01 0.25523481
## 736 Stradb 227154 17.484408 1.177499e-01 0.24148828
## 737 Slc44a1 100434 17.406987 1.177240e-01 0.33749000
## 738 Oaz1-ps 100041965 81.772007 1.175703e-01 0.18032116
## 739 Fignl1 60530 28.052868 1.174590e-01 0.23508871
## 740 Rnf7 19823 83.688017 1.174220e-01 0.19444754
## 741 Snhg5 72655 67.893986 1.173402e-01 0.18451593
## 742 Cfdp1 23837 77.921196 1.172042e-01 0.18038099
## 743 Mpst 246221 36.909899 1.170526e-01 0.19714235
## 744 Wdr43 72515 70.878361 1.169838e-01 0.18360644
## 745 Endod1 71946 41.006354 1.169192e-01 0.21595529
## 746 Bnip3l 12177 47.409399 1.167146e-01 0.19308400
## 747 Etfa 110842 85.668304 1.165890e-01 0.19279082
## 748 Ube2s 77891 45.185577 1.164538e-01 0.19450965
## 749 Banf1 23825 149.523120 1.162929e-01 0.16610350
## 750 Fads1 76267 27.071757 1.162380e-01 0.21901713
## 751 Ccnb1 268697 37.508623 1.159093e-01 0.22278556
## 752 Cdc5l 71702 52.357203 1.158062e-01 0.18423345
## 753 Nudt4 71207 54.527105 1.156307e-01 0.18283424
## 754 Lonp1 74142 40.877130 1.154942e-01 0.19550389
## 755 Rad51ap1 19362 18.436987 1.154427e-01 0.24046249
## 756 Acat2 110460 12.307575 1.153592e-01 0.25942124
## 757 Mrpl3 94062 61.300920 1.147570e-01 0.18503873
## 758 Tmem119 231633 4.880033 1.143313e-01 0.76757150
## 759 Hspe1 15528 107.253403 1.142492e-01 0.16582212
## 760 D1Ertd622e <NA> 24.960817 1.142409e-01 0.20964826
## 761 Spc24 67629 43.469370 1.136269e-01 0.22805036
## 762 Bsdc1 100383 27.974328 1.135071e-01 0.22673784
## 763 Parvb 170736 6.165756 1.132110e-01 0.37013424
## 764 Wdr46 57315 41.076583 1.130640e-01 0.19032127
## 765 2310061I04Rik 69662 19.299322 1.129182e-01 0.22213367
## 766 Rfc5 72151 36.877736 1.127687e-01 0.20126716
## 767 Cdk4 12567 249.705527 1.125802e-01 0.14560090
## 768 Gm6793 627828 386.507554 1.123120e-01 0.16515878
## 769 Fbxo9 71538 27.952469 1.114888e-01 0.21221327
## 770 Fam173a <NA> 50.868533 1.113074e-01 0.18339719
## 771 Dhx16 69192 42.548332 1.112302e-01 0.18892202
## 772 Mrpl53 68499 42.725345 1.112142e-01 0.19002249
## 773 Aldoa 11674 246.235218 1.111312e-01 0.14622169
## 774 Dstn 56431 38.095939 1.106535e-01 0.19150193
## 775 Cox6a1 12861 338.600459 1.104456e-01 0.15024047
## 776 Sh3gl1 20405 41.728873 1.098639e-01 0.18833672
## 777 Ssrp1 20833 179.427654 1.097390e-01 0.16021084
## 778 Atp5g1 11951 44.047626 1.095889e-01 0.18748880
## 779 Hnrnpm 76936 269.038448 1.091388e-01 0.14321642
## 780 Msh2 17685 50.689773 1.091385e-01 0.18163367
## 781 Chek2 50883 9.317609 1.090006e-01 0.28000585
## 782 Stra13 <NA> 60.129622 1.088592e-01 0.18330102
## 783 Topbp1 235559 76.404434 1.086286e-01 0.18590507
## 784 Rpl22 19934 228.229741 1.085268e-01 0.14337329
## 785 Mdh2 17448 199.792361 1.080610e-01 0.14543348
## 786 Smap1 98366 37.410579 1.079806e-01 0.19156127
## 787 Slc48a1 67739 25.463662 1.078297e-01 0.20790341
## 788 Plp2 18824 57.709750 1.071892e-01 0.18237190
## 789 Gclc 14629 63.497162 1.067806e-01 0.17547784
## 790 Tpm1 22003 54.386210 1.067613e-01 0.17920525
## 791 Galnt14 71685 15.612620 1.065747e-01 0.31321762
## 792 Cd24a 12484 499.514836 1.064826e-01 0.18187779
## 793 Ldlr 16835 13.807701 1.063265e-01 0.25270071
## 794 Pola2 18969 36.732024 1.063260e-01 0.18919954
## 795 Rps11 27207 2856.062633 1.060792e-01 0.12155999
## 796 Brd7 26992 84.074503 1.056250e-01 0.17323239
## 797 Ddah2 51793 22.592142 1.055530e-01 0.23950061
## 798 Ankle1 234396 7.651248 1.054183e-01 0.30493457
## 799 Plxnb2 140570 27.119376 1.054041e-01 0.28114838
## 800 Nasp 50927 81.888629 1.053720e-01 0.17396938
## 801 Epn1 13854 84.630818 1.052691e-01 0.16453662
## 802 Ezr 22350 242.117380 1.051767e-01 0.16385644
## 803 Cul4a 99375 30.947088 1.050633e-01 0.19461468
## 804 Ndufb8 67264 163.149046 1.049284e-01 0.16346167
## 805 Uqcr10 66152 249.388327 1.045684e-01 0.15163151
## 806 Hirip3 233876 34.382816 1.045175e-01 0.20139476
## 807 S100a1 20193 9.653478 1.041671e-01 0.26882973
## 808 Tmem91 320208 12.075987 1.035770e-01 0.43648595
## 809 Phpt1 75454 64.788593 1.035508e-01 0.17741380
## 810 Eif5 217869 103.472246 1.034507e-01 0.16643779
## 811 Siva1 30954 54.618893 1.032521e-01 0.19542841
## 812 Sep15 <NA> 145.057566 1.031932e-01 0.15514906
## 813 Ifnar2 15976 21.295426 1.029684e-01 0.20860238
## 814 Myo1e 71602 7.310285 1.029508e-01 0.31625431
## 815 Vapa 30960 110.846250 1.028720e-01 0.15754743
## 816 Haghl 68977 19.451233 1.025848e-01 0.21357257
## 817 Mtfr1 67472 20.301855 1.024266e-01 0.21268827
## 818 Ccdc23 <NA> 47.544108 1.022557e-01 0.17948748
## 819 Gins2 272551 34.862799 1.018097e-01 0.20407601
## 820 Nsmce4a 67872 106.502966 1.014801e-01 0.16153261
## 821 Pabpn1 54196 168.954253 1.014701e-01 0.14912840
## 822 Agpat4 68262 8.833424 1.014366e-01 0.30176612
## 823 Plk1 18817 48.639473 1.014039e-01 0.19643433
## 824 Kif23 71819 38.338820 1.013685e-01 0.20662559
## 825 Timeless 21853 20.772957 1.013363e-01 0.21261666
## 826 Mthfd1l 270685 46.356029 1.013244e-01 0.18171908
## 827 Kcnn4 16534 73.553016 1.013126e-01 0.18139474
## 828 Klf2 16598 24.044648 1.012504e-01 0.27249611
## 829 Mrpl13 68537 82.756865 1.012321e-01 0.16577637
## 830 Mrpl4 66163 46.853051 1.012125e-01 0.18222726
## 831 Cdc45 12544 25.413789 1.010343e-01 0.20506119
## 832 Hvcn1 74096 9.003360 1.008787e-01 0.33466304
## 833 Eif3h 68135 344.759836 1.008594e-01 0.13680898
## 834 Map2k1 26395 51.328735 1.006927e-01 0.18252619
## 835 Ncapd2 68298 60.264607 1.003758e-01 0.18667554
## 836 Pfn1 18643 1105.168452 9.993459e-02 0.12146397
## 837 Nbn 27354 15.461410 9.986047e-02 0.22216524
## 838 Necap2 66147 61.326995 9.979590e-02 0.16985648
## 839 Mrpl52 68836 140.378527 9.951146e-02 0.15691720
## 840 Fbxo22 71999 37.161106 9.942462e-02 0.23076644
## 841 Nrm 106582 45.512036 9.936110e-02 0.19023329
## 842 Ehbp1l1 114601 29.294169 9.922462e-02 0.19980882
## 843 2410006H16Rik 69221 261.226920 9.889947e-02 0.14947617
## 844 Dok4 114255 3.982996 9.865023e-02 0.40610264
## 845 Gucd1 68778 16.985560 9.861146e-02 0.23183063
## 846 Nadk2 68646 22.789912 9.857890e-02 0.20377112
## 847 1700037H04Rik 67326 24.292004 9.849166e-02 0.20110815
## 848 Hdgfrp2 <NA> 48.543435 9.843900e-02 0.17454120
## 849 Map4k5 399510 12.315177 9.830766e-02 0.23617954
## 850 Psma1 26440 140.561707 9.830086e-02 0.15402727
## 851 Taldo1 21351 154.955936 9.817850e-02 0.15479022
## 852 Crim1 50766 9.146335 9.815490e-02 0.26609865
## 853 Snora52 100217419 1.851047 9.811340e-02 0.66226024
## 854 C1qtnf6 72709 27.273253 9.807815e-02 0.19288986
## 855 Tgfbr2 21813 57.362624 9.797390e-02 0.19607809
## 856 Sec61g 20335 22.278552 9.767748e-02 0.20776618
## 857 Spred1 114715 40.195054 9.758903e-02 0.22729442
## 858 Hexb 15212 33.903825 9.754758e-02 0.18631499
## 859 Rps9 76846 2390.753791 9.742953e-02 0.11188084
## 860 Nsg2 18197 6.944003 9.715035e-02 0.70815490
## 861 Ppp2r5d 21770 33.560990 9.677967e-02 0.18953082
## 862 Dnajc9 108671 112.700868 9.667598e-02 0.18157457
## 863 Agfg2 231801 12.319515 9.663457e-02 0.23536848
## 864 Chek1 12649 15.111355 9.662264e-02 0.23269321
## 865 Amotl2 56332 1.818077 9.646682e-02 0.65752296
## 866 Ctsz 64138 104.773663 9.640518e-02 0.16077974
## 867 Nrarp 67122 7.463250 9.635287e-02 0.34977166
## 868 Tbx19 83993 2.983513 9.625740e-02 0.46533209
## 869 Ppa1 67895 55.021721 9.586363e-02 0.18278874
## 870 Etv4 18612 6.330854 9.585841e-02 0.36189406
## 871 Mthfd2 17768 28.439925 9.582615e-02 0.19129116
## 872 Mrpl14 68463 49.045893 9.546889e-02 0.17165784
## 873 Vat1 26949 7.160538 9.525791e-02 0.30113115
## 874 Pdcd2 18567 41.568974 9.524351e-02 0.17694990
## 875 Osgep 66246 74.296046 9.513943e-02 0.17636144
## 876 H2-DMa 14998 5.840528 9.512411e-02 0.33208505
## 877 Cox6b1 110323 371.249295 9.450790e-02 0.14325993
## 878 E2f1 13555 12.632203 9.399856e-02 0.23027221
## 879 Spry1 24063 6.673028 9.399751e-02 0.37645897
## 880 Serpinb6a 20719 16.131347 9.387205e-02 0.22307224
## 881 Dpy19l1 244745 20.115333 9.383863e-02 0.20140191
## 882 Tmpo 21917 179.807661 9.362037e-02 0.16529339
## 883 Comt 12846 19.462388 9.355917e-02 0.20405812
## 884 Cyb5r3 109754 22.289567 9.351194e-02 0.19644724
## 885 Ipo5 70572 91.221737 9.350974e-02 0.16402168
## 886 Nup85 445007 39.548614 9.339297e-02 0.17892792
## 887 Ddx39 <NA> 114.982421 9.325684e-02 0.15525293
## 888 Morf4l1 21761 60.141562 9.324028e-02 0.17009422
## 889 Rbbp7 245688 127.386959 9.322433e-02 0.16373514
## 890 Mrpl42 67270 80.062541 9.317339e-02 0.16554223
## 891 Krtcap3 69815 4.524232 9.302659e-02 0.43535062
## 892 Kpna2 16647 27.746734 9.299227e-02 0.19164878
## 893 Rhob 11852 37.292134 9.276303e-02 0.18500527
## 894 Deb1 <NA> 22.772707 9.269731e-02 0.19662923
## 895 Gps2 56310 43.576281 9.268081e-02 0.17342514
## 896 Pcbp2 18521 193.958475 9.262928e-02 0.14474949
## 897 Rpl39 67248 1209.770260 9.259513e-02 0.12299007
## 898 Tnni2 21953 42.982290 9.254477e-02 0.22174092
## 899 Cript 56724 56.837623 9.237018e-02 0.16868518
## 900 Mrps22 64655 27.744639 9.208931e-02 0.19134178
## 901 Anapc15 75430 30.239717 9.207315e-02 0.18775922
## 902 Atp5k 11958 502.626790 9.207024e-02 0.13744569
## 903 Mpc1 55951 15.292487 9.202999e-02 0.21560557
## 904 Tkt 21881 146.331812 9.196519e-02 0.15035520
## 905 Prelid1 66494 170.234216 9.176668e-02 0.15364907
## 906 Ppm1g 14208 110.379113 9.156957e-02 0.14857585
## 907 Hells 15201 36.205048 9.139255e-02 0.18600762
## 908 Gpaa1 14731 22.443281 9.129255e-02 0.19729507
## 909 Cdyl 12593 13.629640 9.121311e-02 0.22937147
## 910 Mafg 17134 9.997653 9.118327e-02 0.25365406
## 911 Prkag1 19082 48.551666 9.105031e-02 0.16970309
## 912 Hmgb2 97165 202.501967 9.076445e-02 0.17084618
## 913 Uhrf1 18140 106.140539 9.071369e-02 0.15923134
## 914 Ung 22256 19.442971 9.059858e-02 0.20281626
## 915 Rpl37rt 100502825 25.933018 9.051195e-02 0.18948806
## 916 Rnaseh2b 67153 29.736981 9.029026e-02 0.18659901
## 917 Smc2 14211 47.000836 9.021117e-02 0.17726174
## 918 Fkbp2 14227 56.324148 9.018289e-02 0.16949100
## 919 H2-Ke6 14979 40.262096 9.014668e-02 0.17702170
## 920 Fam162a 70186 64.347385 8.993104e-02 0.16628182
## 921 Pnp 18950 163.520769 8.989622e-02 0.20780530
## 922 Cst3 13010 469.604735 8.977402e-02 0.13830455
## 923 Nubp2 26426 49.386551 8.973237e-02 0.16968186
## 924 Kif15 209737 29.696185 8.971232e-02 0.21131923
## 925 Irgm2 54396 11.329020 8.962624e-02 0.26151286
## 926 Bzw2 66912 83.327825 8.956198e-02 0.15728196
## 927 Dtl 76843 21.753167 8.953528e-02 0.20371000
## 928 Clic1 114584 434.412379 8.947214e-02 0.13631558
## 929 Prkab1 19079 43.183479 8.940358e-02 0.17803855
## 930 Cbx5 12419 28.744978 8.936985e-02 0.18817152
## 931 Commd4 66199 64.785042 8.929521e-02 0.16684814
## 932 Pmm1 29858 7.655323 8.875033e-02 0.26615683
## 933 Emid1 140703 10.966707 8.866403e-02 0.30484870
## 934 Grn 14824 21.271955 8.844807e-02 0.19759573
## 935 Smc6 67241 46.373587 8.828321e-02 0.16999866
## 936 Htra2 64704 29.957409 8.817867e-02 0.18370733
## 937 Snrnp25 78372 35.234926 8.806249e-02 0.17776366
## 938 Cenpq 83815 34.882653 8.799512e-02 0.18131121
## 939 Slc30a9 109108 27.956577 8.789238e-02 0.18787917
## 940 Mlf2 30853 87.251529 8.779940e-02 0.15387820
## 941 Zfp598 213753 26.449967 8.775177e-02 0.18545098
## 942 Cd2ap 12488 25.588471 8.773084e-02 0.18924096
## 943 Snrnp70 20637 173.578179 8.729762e-02 0.13828313
## 944 Rangap1 19387 82.093653 8.694604e-02 0.15429789
## 945 Add1 11518 72.998895 8.687159e-02 0.16469149
## 946 Gm6644 626009 16.290898 8.685987e-02 0.27374491
## 947 Cct8 12469 163.263690 8.685967e-02 0.14260576
## 948 Pdap1 231887 54.017568 8.675689e-02 0.16606101
## 949 Hars 15115 56.191104 8.670302e-02 0.16266452
## 950 Hacd1 30963 11.981123 8.667466e-02 0.22255467
## 951 Bag6 224727 85.909715 8.662227e-02 0.15471010
## 952 Hat1 107435 58.298809 8.657952e-02 0.16880217
## 953 Zwilch 68014 15.769947 8.657442e-02 0.22237564
## 954 Smdt1 69029 180.016434 8.655944e-02 0.14121583
## 955 Cox8a 12868 437.457965 8.618198e-02 0.13240348
## 956 Gm15772 100034726 312.392624 8.615870e-02 0.12866902
## 957 Ctse 13034 259.303803 8.598142e-02 0.16400470
## 958 Pop5 117109 28.092096 8.554525e-02 0.18127741
## 959 Pgd 110208 67.175892 8.534160e-02 0.15688020
## 960 St3gal4 20443 16.777299 8.526434e-02 0.20733287
## 961 Traip 22036 11.127146 8.509116e-02 0.23853798
## 962 Rsu1 20163 65.813558 8.502995e-02 0.15812653
## 963 Arcn1 213827 87.547406 8.502427e-02 0.15527338
## 964 Ncapd3 78658 23.257882 8.494559e-02 0.19034696
## 965 Pea15a 18611 14.456503 8.489779e-02 0.21458894
## 966 Ttk 22137 25.720226 8.484632e-02 0.20614494
## 967 1810058I24Rik 67705 45.912135 8.473160e-02 0.17088668
## 968 Snrpd1 20641 138.346491 8.456212e-02 0.15528755
## 969 Qk 19317 60.475508 8.404820e-02 0.16266755
## 970 Gtpbp2 56055 39.939643 8.401563e-02 0.17569889
## 971 Sypl 19027 31.434620 8.396948e-02 0.18774184
## 972 Larp1b 214048 11.820983 8.392283e-02 0.22956971
## 973 Itgb7 16421 4.841542 8.378634e-02 0.34347194
## 974 Nhp2l1 <NA> 38.900568 8.369629e-02 0.17115058
## 975 Calr4 108802 2.499819 8.354795e-02 0.49947843
## 976 Zfp414 328801 21.446682 8.347919e-02 0.18841106
## 977 Samhd1 56045 19.169891 8.337245e-02 0.20761411
## 978 Gpsm2 76123 14.129096 8.335408e-02 0.21673970
## 979 Psat1 107272 89.055845 8.325472e-02 0.15998377
## 980 Taf11 68776 40.710074 8.323238e-02 0.17002055
## 981 Eif3l 223691 140.622068 8.314520e-02 0.13959657
## 982 Rcc1 100088 45.199871 8.293780e-02 0.16835172
## 983 Mrps18b 66973 23.612987 8.291458e-02 0.18452378
## 984 Cd2 12481 19.401705 8.282300e-02 0.29773496
## 985 Fkbp5 14229 17.261268 8.281008e-02 0.22958367
## 986 Mad2l1 56150 48.966969 8.279670e-02 0.17919095
## 987 Fam96a <NA> 134.387704 8.242892e-02 0.14858614
## 988 Sod2 20656 20.800387 8.204826e-02 0.18983602
## 989 Atp5d 66043 159.677923 8.182638e-02 0.13950878
## 990 Scrn3 74616 6.656172 8.181378e-02 0.26687104
## 991 Kif11 16551 55.593814 8.176454e-02 0.18133706
## 992 Nfs1 18041 22.112914 8.159209e-02 0.18580820
## 993 Tspo 12257 89.013962 8.138891e-02 0.17001165
## 994 Pfkm 18642 10.315276 8.130528e-02 0.22749050
## 995 Mcm10 70024 15.781549 8.127255e-02 0.20447603
## 996 Snrpb 20638 269.155226 8.125713e-02 0.12995144
## 997 Romo1 67067 93.245953 8.107641e-02 0.14593099
## 998 Kctd20 66989 46.545002 8.099800e-02 0.16362667
## 999 Gnai2 14678 373.284821 8.090707e-02 0.13007199
## 1000 Mif4gd 69674 13.815979 8.075599e-02 0.20943522
## 1001 Rpn2 20014 104.652738 8.065729e-02 0.15322508
## 1002 Smc4 70099 139.647244 8.061427e-02 0.15389464
## 1003 Ppt2 54397 12.631759 8.059049e-02 0.21399379
## 1004 Fance 72775 14.136143 8.057032e-02 0.20679073
## 1005 Sirpa 19261 9.815766 8.040858e-02 0.22698080
## 1006 Exosc8 69639 44.197143 8.024393e-02 0.16615402
## 1007 Arap2 212285 5.994326 8.010944e-02 0.29217002
## 1008 Lsm7 66094 24.439134 7.983465e-02 0.18351696
## 1009 Top2a 21973 167.132204 7.980577e-02 0.16402962
## 1010 Blm 12144 15.951643 7.964104e-02 0.19962856
## 1011 Smarcc1 20588 62.314764 7.949818e-02 0.15856860
## 1012 Chtf18 214901 12.788560 7.945102e-02 0.21691559
## 1013 Hspa9 15526 141.952127 7.940162e-02 0.14621323
## 1014 Mogs 57377 53.366085 7.904908e-02 0.16213168
## 1015 Arpp19 59046 39.369470 7.889933e-02 0.17049583
## 1016 Srm 20810 64.757416 7.885289e-02 0.16693659
## 1017 Rab1 <NA> 43.869156 7.879875e-02 0.16606722
## 1018 Ncaph2 52683 66.286166 7.879015e-02 0.15730181
## 1019 Atg4d 235040 17.798686 7.863590e-02 0.19422999
## 1020 Cdca5 67849 27.222946 7.838140e-02 0.18966365
## 1021 Oip5 70645 12.291972 7.818968e-02 0.21597285
## 1022 Snrnp40 66585 76.749553 7.815360e-02 0.15414091
## 1023 Nudt19 110959 28.430931 7.815140e-02 0.17468278
## 1024 Fam126a 84652 11.988518 7.788383e-02 0.21931887
## 1025 Cdc25c 12532 9.298171 7.788079e-02 0.24211007
## 1026 Ccdc34 68201 16.952162 7.778668e-02 0.19428520
## 1027 Srpk1 20815 51.559599 7.745321e-02 0.15976954
## 1028 Cdc25a 12530 29.917476 7.744880e-02 0.17359286
## 1029 Myl6 17904 188.083722 7.740649e-02 0.13253839
## 1030 Nptn 20320 57.311143 7.739684e-02 0.16282098
## 1031 Pdlim1 54132 14.800205 7.736287e-02 0.20960222
## 1032 Kif4 16571 19.756081 7.732707e-02 0.19679807
## 1033 Ptms 69202 117.380084 7.730585e-02 0.18566031
## 1034 Ncoa7 211329 14.967584 7.715456e-02 0.19705215
## 1035 Espl1 105988 12.959091 7.712066e-02 0.20977539
## 1036 Mea1 17256 53.526775 7.709391e-02 0.15772231
## 1037 Spr 20751 13.636467 7.701654e-02 0.20484347
## 1038 Thyn1 77862 40.062541 7.697468e-02 0.16612991
## 1039 Dtymk 21915 117.969965 7.692075e-02 0.14113318
## 1040 Ncapg 54392 30.553874 7.678675e-02 0.17897806
## 1041 Nfya 18044 70.321289 7.674951e-02 0.15609210
## 1042 Bub1b 12236 61.378744 7.663525e-02 0.18329299
## 1043 1500012F01Rik <NA> 138.627527 7.658457e-02 0.14854440
## 1044 Ap2a2 11772 26.759095 7.625271e-02 0.17732121
## 1045 Mrpl30 107734 76.441762 7.622043e-02 0.15591447
## 1046 Sept7 <NA> 134.821213 7.620076e-02 0.15435508
## 1047 Eif1b 68969 81.721338 7.603013e-02 0.15223568
## 1048 Ywhae 22627 350.553385 7.574236e-02 0.12726195
## 1049 Cdh17 12557 83.700130 7.573754e-02 0.32451642
## 1050 Zcrb1 67197 51.199598 7.560675e-02 0.15695427
## 1051 Bak1 12018 62.999863 7.559138e-02 0.15209355
## 1052 Tfdp2 211586 34.931637 7.557502e-02 0.17770985
## 1053 Hmgn5 50887 51.793360 7.555629e-02 0.17488319
## 1054 Arl6ip4 65105 52.032792 7.546239e-02 0.15738108
## 1055 Cep76 225659 10.479598 7.523001e-02 0.21677721
## 1056 Arl4a 11861 9.837580 7.521351e-02 0.24102925
## 1057 Cdc20 107995 71.031668 7.502441e-02 0.17185269
## 1058 Fdx1l <NA> 27.602647 7.499881e-02 0.17351059
## 1059 Thoc6 386612 39.544707 7.490678e-02 0.16487088
## 1060 Prim2 19076 57.691706 7.483279e-02 0.15726248
## 1061 Kif20a 19348 30.381685 7.472500e-02 0.18029655
## 1062 Mpzl1 68481 5.815279 7.452948e-02 0.27931266
## 1063 Yipf4 67864 35.756294 7.450662e-02 0.16862438
## 1064 Myo5a 17918 13.461065 7.442859e-02 0.21875790
## 1065 Tmem173 <NA> 36.602002 7.420413e-02 0.16899179
## 1066 Ybx1 22608 343.144884 7.409967e-02 0.12340798
## 1067 Vrk2 69922 16.796205 7.409089e-02 0.19097343
## 1068 Tifab 212937 75.212701 7.407397e-02 0.16553435
## 1069 Eef2 13629 1484.836103 7.398587e-02 0.10626451
## 1070 Kif18b 70218 19.597635 7.384759e-02 0.18864622
## 1071 Pqlc1 <NA> 20.963939 7.362182e-02 0.18460282
## 1072 Haus4 219072 32.381030 7.350454e-02 0.17662838
## 1073 Ccne2 12448 14.954553 7.346828e-02 0.19600009
## 1074 Tmx1 72736 49.693621 7.328232e-02 0.15659394
## 1075 Irf8 15900 97.794987 7.322612e-02 0.18602888
## 1076 Nup37 69736 28.068600 7.313969e-02 0.17750556
## 1077 Hmmr 15366 24.082683 7.310442e-02 0.18245528
## 1078 Rrp9 27966 33.767234 7.305505e-02 0.16782217
## 1079 St3gal6 54613 128.781570 7.289391e-02 0.14868070
## 1080 Acy1 109652 19.961916 7.261187e-02 0.19187212
## 1081 Srsf2 20382 265.065758 7.258129e-02 0.12795996
## 1082 Nuf2 66977 32.700206 7.247934e-02 0.17870516
## 1083 Axl 26362 3.169860 7.246449e-02 0.37583694
## 1084 Gart 14450 52.223752 7.241078e-02 0.15788639
## 1085 Plxnb1 235611 3.150444 7.233799e-02 0.37522295
## 1086 Poc1a 70235 11.123373 7.230338e-02 0.22037739
## 1087 Pa2g4 18813 175.937968 7.225210e-02 0.13916544
## 1088 Pacsin1 23969 4.311676 7.218057e-02 0.39912630
## 1089 Cct3 12462 201.490104 7.210138e-02 0.13097032
## 1090 Spsb3 79043 21.784551 7.204361e-02 0.17965479
## 1091 Nop58 55989 120.418158 7.204121e-02 0.14091238
## 1092 Mtx2 53375 33.066641 7.202727e-02 0.16864888
## 1093 Kctd12 239217 60.968039 7.196932e-02 0.18343053
## 1094 Hist1h4i <NA> 6.981905 7.195032e-02 0.25141274
## 1095 Dlgap5 218977 24.412104 7.194976e-02 0.18148656
## 1096 Tpx2 72119 45.812049 7.186045e-02 0.17211173
## 1097 Nek2 18005 22.408439 7.173198e-02 0.19074415
## 1098 Ndufaf2 75597 24.940286 7.169275e-02 0.17415508
## 1099 Gadd45a 13197 26.295953 7.161571e-02 0.19440794
## 1100 Kifc5b 16580 9.303423 7.157495e-02 0.22346819
## 1101 Tecr 106529 101.246190 7.112975e-02 0.13910712
## 1102 Dag1 13138 13.798140 7.110367e-02 0.19805004
## 1103 Slamf9 98365 4.983832 7.106867e-02 0.29999499
## 1104 Hmgb1 15289 75.225703 7.094064e-02 0.15873705
## 1105 Srsf7 225027 157.642480 7.093140e-02 0.13341521
## 1106 Phf5a 68479 49.192000 7.076840e-02 0.15523854
## 1107 Stoml2 66592 42.557567 7.067056e-02 0.15985067
## 1108 Luc7l3 67684 47.419305 7.066213e-02 0.15883769
## 1109 Acaa2 52538 47.177071 7.037530e-02 0.16023568
## 1110 Bnip1 224630 26.245423 7.033297e-02 0.17510468
## 1111 P2ry13 74191 14.488730 7.032745e-02 0.20190535
## 1112 Donson 60364 15.951788 7.030516e-02 0.19046197
## 1113 Wdr4 57773 14.483607 7.028227e-02 0.19413976
## 1114 Cox7b 66142 112.342923 7.024045e-02 0.13494832
## 1115 Atp5c1 11949 223.120612 7.022776e-02 0.12694221
## 1116 Eif3d 55944 119.076559 7.007737e-02 0.13571679
## 1117 Degs1 13244 23.127030 7.004940e-02 0.17569690
## 1118 Ttc27 74196 21.615569 7.003581e-02 0.17719319
## 1119 Rnf8 58230 21.611156 6.979160e-02 0.17710315
## 1120 Ppih 66101 15.616943 6.968857e-02 0.19160317
## 1121 Ergic1 67458 43.884465 6.948953e-02 0.15810056
## 1122 Zfp385a 29813 21.773651 6.942741e-02 0.19221742
## 1123 Vamp3 22319 32.564570 6.940969e-02 0.16714010
## 1124 Adipor1 72674 51.558906 6.938941e-02 0.16342101
## 1125 Erh 13877 55.509422 6.932571e-02 0.15098795
## 1126 Commd1 17846 81.870142 6.929665e-02 0.15191677
## 1127 Pcbp4 59092 8.487039 6.925354e-02 0.22808018
## 1128 Gpi1 14751 123.657330 6.924390e-02 0.13262498
## 1129 Vegfc 22341 5.646323 6.913670e-02 0.26727625
## 1130 Mad2l1bp 66591 28.593518 6.906571e-02 0.17052745
## 1131 Mknk2 17347 160.718138 6.905114e-02 0.14932455
## 1132 Eif4b 75705 181.494671 6.903235e-02 0.12586328
## 1133 Dlst 78920 69.648526 6.899960e-02 0.14465090
## 1134 Ppm1b 19043 41.890587 6.893458e-02 0.15737112
## 1135 Tmed3 66111 40.537112 6.890451e-02 0.16209789
## 1136 Ppp2r5b 225849 9.154744 6.890189e-02 0.21767349
## 1137 Sh3glb1 54673 47.209041 6.887367e-02 0.15720776
## 1138 Cd302 66205 6.159768 6.887172e-02 0.26336074
## 1139 Gnl3 30877 68.593511 6.881306e-02 0.16087868
## 1140 Dhrs4 28200 27.433401 6.879086e-02 0.17058367
## 1141 Gtf2a2 235459 93.685800 6.871655e-02 0.14260297
## 1142 Slc39a7 14977 70.490560 6.870821e-02 0.14556953
## 1143 Clspn 269582 19.422193 6.868348e-02 0.19040467
## 1144 Ghitm 66092 96.895441 6.856545e-02 0.13939683
## 1145 Eno3 13808 6.503998 6.848868e-02 0.25226278
## 1146 Zfp367 238673 12.625459 6.847008e-02 0.20061256
## 1147 Slc25a3 18674 314.241854 6.845249e-02 0.11802000
## 1148 Pole2 18974 16.107231 6.844192e-02 0.19237950
## 1149 D030056L22Rik 225995 17.951817 6.843042e-02 0.18235680
## 1150 Tmem55b <NA> 29.756957 6.824979e-02 0.16990047
## 1151 Ost4 67695 183.939270 6.818517e-02 0.12604846
## 1152 Ncapg2 76044 26.230093 6.813376e-02 0.17829615
## 1153 Srprb 20818 30.897583 6.810348e-02 0.18215988
## 1154 Kif18a 228421 12.131208 6.806629e-02 0.19961112
## 1155 Cenpk 60411 11.130372 6.806316e-02 0.20772037
## 1156 Sptssa 104725 48.677107 6.799456e-02 0.15964331
## 1157 Park7 57320 213.019424 6.798952e-02 0.13192013
## 1158 Chchd3 66075 104.192511 6.781304e-02 0.13646450
## 1159 Arhgap11a 228482 26.236061 6.755858e-02 0.17806218
## 1160 Vamp5 53620 8.654903 6.753628e-02 0.21684970
## 1161 Krtcap2 66059 155.691585 6.742842e-02 0.12932423
## 1162 Ckap2l 70466 25.401643 6.734831e-02 0.17799906
## 1163 Gtf2h4 14885 19.441721 6.726890e-02 0.18001493
## 1164 Naga 17939 14.637462 6.718695e-02 0.18903283
## 1165 Cebpz 12607 39.753062 6.697932e-02 0.15814715
## 1166 Clcn3 12725 24.972805 6.695665e-02 0.18104295
## 1167 Psmg1 56088 26.275716 6.689516e-02 0.17028751
## 1168 Qtrt1 60507 16.801310 6.688969e-02 0.18327326
## 1169 Atad2 70472 33.720713 6.687181e-02 0.16661433
## 1170 Depdc1b 218581 14.108183 6.678461e-02 0.20275028
## 1171 Rfc2 19718 65.449949 6.675537e-02 0.14960857
## 1172 Ssbp4 76900 28.415270 6.668584e-02 0.17857508
## 1173 Kif2c 73804 20.415917 6.666795e-02 0.18663623
## 1174 Slc20a1 20515 43.927790 6.662273e-02 0.15764167
## 1175 Tmem86b 68255 7.998813 6.661261e-02 0.22728135
## 1176 Ehd4 98878 11.302154 6.659366e-02 0.20080447
## 1177 Klhdc2 69554 18.291660 6.657170e-02 0.18107302
## 1178 Asf1b 66929 72.026790 6.651868e-02 0.16143300
## 1179 Gm12191 666899 362.790171 6.642379e-02 0.12146703
## 1180 Ccdc94 <NA> 19.950548 6.641462e-02 0.17603252
## 1181 Snx9 66616 43.380389 6.639722e-02 0.15659194
## 1182 Exoc6 107371 23.935424 6.639250e-02 0.17102680
## 1183 Actg1 11465 182.517655 6.624757e-02 0.12585155
## 1184 Dbr1 83703 21.104807 6.624294e-02 0.17532934
## 1185 Hmgcs1 208715 25.118079 6.622554e-02 0.17059074
## 1186 Rxrb 20182 48.737564 6.612015e-02 0.15358424
## 1187 Ppp1r14b 18938 145.076424 6.611355e-02 0.13695127
## 1188 Gm10094 <NA> 16.791802 6.609586e-02 0.18308909
## 1189 Atp5j2 57423 453.928966 6.601192e-02 0.11342527
## 1190 Snhg1 83673 169.306713 6.588119e-02 0.12743675
## 1191 Nfkbil1 18038 37.402649 6.567109e-02 0.15762733
## 1192 Snrpg 68011 177.406742 6.561927e-02 0.12928271
## 1193 Nmnat3 74080 6.492035 6.555361e-02 0.25179764
## 1194 Morf4l2 56397 76.966073 6.547164e-02 0.14075849
## 1195 Brd4 57261 44.551122 6.538881e-02 0.15341642
## 1196 Gars 353172 86.086179 6.531575e-02 0.14266466
## 1197 Slc2a3 20527 14.980850 6.528819e-02 0.18720316
## 1198 Blvra 109778 18.945299 6.525821e-02 0.17860306
## 1199 Ect2 13605 22.744555 6.525470e-02 0.17976432
## 1200 Cenpp 66336 14.449412 6.523851e-02 0.19288849
## 1201 Gnl1 14670 28.596863 6.518771e-02 0.16577521
## 1202 Dnph1 381101 29.406734 6.514147e-02 0.16981943
## 1203 Igtp 16145 29.282987 6.506746e-02 0.18196158
## 1204 Supt3 109115 16.450117 6.480723e-02 0.18418885
## 1205 Gabarapl2 93739 27.940244 6.475094e-02 0.16696786
## 1206 Sat1 20229 43.247272 6.461162e-02 0.16148734
## 1207 Anks1 224650 17.290047 6.460349e-02 0.18386132
## 1208 Gemin6 67242 21.592943 6.455809e-02 0.17608422
## 1209 Prdx6 11758 48.245006 6.451575e-02 0.15213646
## 1210 Bckdhb 12040 28.736247 6.437485e-02 0.16731052
## 1211 A430005L14Rik 97159 15.298628 6.425821e-02 0.18558040
## 1212 Pithd1 66193 36.394551 6.424180e-02 0.15889110
## 1213 Nsmce1 67711 55.968184 6.414866e-02 0.15419486
## 1214 Rnaseh2a 69724 19.120319 6.404763e-02 0.17542809
## 1215 Josd2 66124 27.104772 6.401283e-02 0.17402897
## 1216 Dkc1 245474 65.043534 6.396372e-02 0.14824902
## 1217 AI413582 106672 10.817332 6.390634e-02 0.19928148
## 1218 Acat1 110446 31.389614 6.385445e-02 0.16628764
## 1219 Aup1 11993 78.671135 6.385065e-02 0.13951258
## 1220 Pianp 319352 8.949638 6.382082e-02 0.26231539
## 1221 Mgat4b 103534 27.115543 6.374513e-02 0.16635463
## 1222 Prmt1 15469 173.707762 6.374126e-02 0.12252501
## 1223 Snhg8 69895 33.448438 6.374034e-02 0.16318225
## 1224 Cdc42ep4 56699 8.651848 6.363409e-02 0.21566012
## 1225 Hmg20b 15353 28.431178 6.353154e-02 0.16380141
## 1226 Naa20 67877 26.404643 6.350452e-02 0.17862766
## 1227 Bag2 213539 10.487714 6.336014e-02 0.20187922
## 1228 Skiv2l 108077 33.757337 6.332529e-02 0.15900141
## 1229 Hspd1 15510 128.356288 6.320574e-02 0.13571641
## 1230 Dcaf6 74106 8.987203 6.314477e-02 0.21148912
## 1231 Vegfb 22340 14.623288 6.307124e-02 0.18817164
## 1232 Suv39h1 20937 32.893852 6.305689e-02 0.16205548
## 1233 Prdx1 18477 236.422737 6.301359e-02 0.12068196
## 1234 Chchd1 66121 98.383586 6.300742e-02 0.13420626
## 1235 Neil3 234258 18.936516 6.299038e-02 0.17827499
## 1236 Lsm3 67678 111.116839 6.290696e-02 0.13651118
## 1237 Iah1 67732 14.466188 6.277716e-02 0.18550297
## 1238 Ddx1 104721 68.932987 6.263405e-02 0.14737340
## 1239 Narf 67608 22.962348 6.250880e-02 0.17270121
## 1240 Samd1 666704 28.761774 6.246061e-02 0.16318035
## 1241 Eif2ak2 19106 19.448555 6.244701e-02 0.17418226
## 1242 Scpep1 74617 26.932457 6.241946e-02 0.16449867
## 1243 Syncrip 56403 78.263637 6.234366e-02 0.14217985
## 1244 Acot13 66834 22.449646 6.233412e-02 0.17141287
## 1245 Snx5 69178 203.337911 6.233039e-02 0.11794402
## 1246 Ube2t 67196 14.459242 6.224104e-02 0.18549133
## 1247 Spata24 71242 15.444310 6.207229e-02 0.18762859
## 1248 Vmp1 75909 27.933821 6.204639e-02 0.16252213
## 1249 Ckap2 80986 25.413233 6.197318e-02 0.16925630
## 1250 1700097N02Rik 67522 7.165074 6.193715e-02 0.23341248
## 1251 Klhl12 240756 12.974505 6.193371e-02 0.18919946
## 1252 Ndc80 67052 36.680052 6.184780e-02 0.16770854
## 1253 Luc7l 66978 54.408262 6.182654e-02 0.15011357
## 1254 Slc16a6 104681 11.659145 6.181123e-02 0.19749102
## 1255 Cmah 12763 12.629697 6.180835e-02 0.26915281
## 1256 Lrig3 320398 7.127484 6.171931e-02 0.30789872
## 1257 Btla 208154 6.502142 6.148179e-02 0.25063981
## 1258 Steap3 68428 36.249521 6.145755e-02 0.16375879
## 1259 Cnn3 71994 128.971244 6.145707e-02 0.18517219
## 1260 Fgfr1op <NA> 21.959445 6.135537e-02 0.17030715
## 1261 Eny2 223527 20.783602 6.124746e-02 0.17060586
## 1262 Psme1 19186 247.420593 6.117317e-02 0.11505410
## 1263 Vdac1 22333 126.445158 6.111937e-02 0.13371051
## 1264 Rpn1 103963 86.565806 6.102802e-02 0.13581840
## 1265 Csk 12988 245.881143 6.099652e-02 0.11868034
## 1266 Tmem97 69071 22.455090 6.095107e-02 0.17115823
## 1267 Cenpm 66570 13.445081 6.071438e-02 0.19782316
## 1268 Map4 17758 35.211835 6.068138e-02 0.16173023
## 1269 Psip1 101739 99.157979 6.060697e-02 0.13938994
## 1270 Fam210b 67017 9.490009 6.059644e-02 0.21210994
## 1271 Bysl 53414 13.643131 6.038326e-02 0.18555936
## 1272 Abhd15 67477 8.642658 6.032660e-02 0.21524311
## 1273 Usp1 230484 61.946891 6.029171e-02 0.14820052
## 1274 Anapc5 59008 180.089528 6.029122e-02 0.12472014
## 1275 Kars 85305 91.906061 6.015308e-02 0.13436422
## 1276 Bcas2 68183 59.006720 6.011078e-02 0.14166530
## 1277 Txnl1 53382 43.207182 6.007266e-02 0.15099598
## 1278 Hcfc1r1 353502 14.297639 6.003907e-02 0.18252656
## 1279 Dnase1l1 69537 8.812238 6.002616e-02 0.20619781
## 1280 Mxd3 17121 19.263302 5.996780e-02 0.17691776
## 1281 Pebp1 23980 56.695111 5.994652e-02 0.14399917
## 1282 Sgk1 20393 79.167929 5.990005e-02 0.16081946
## 1283 Rnf145 74315 81.293290 5.987607e-02 0.16973322
## 1284 Tomm5 68512 85.840279 5.986308e-02 0.14042982
## 1285 Dbf4 27214 34.707110 5.984179e-02 0.16079164
## 1286 Plk4 20873 19.756983 5.978546e-02 0.17785686
## 1287 Dad1 13135 102.589460 5.947552e-02 0.14252948
## 1288 Ncaph 215387 40.994866 5.943214e-02 0.16454769
## 1289 Psmd14 59029 92.875598 5.938879e-02 0.13380718
## 1290 H2-T23 15040 154.685170 5.930662e-02 0.14214610
## 1291 Lsm4 50783 119.431149 5.930438e-02 0.13145032
## 1292 Racgap1 26934 78.717717 5.927150e-02 0.14330306
## 1293 H2-DMb2 15000 5.842916 5.924498e-02 0.27483007
## 1294 Ydjc 69101 11.653697 5.924340e-02 0.19677543
## 1295 Dyrk3 226419 10.832118 5.923715e-02 0.20928447
## 1296 Ddost 13200 88.729192 5.907953e-02 0.13261322
## 1297 Idh3g 15929 116.822087 5.903785e-02 0.12553702
## 1298 Azi2 27215 23.603901 5.901806e-02 0.16620599
## 1299 Diap3 <NA> 16.438426 5.899929e-02 0.18334715
## 1300 Srp19 66384 66.317661 5.893368e-02 0.13787149
## 1301 Clcn5 12728 5.660604 5.889375e-02 0.26398900
## 1302 Spc25 66442 38.671298 5.881793e-02 0.16470669
## 1303 Slfn3 20557 6.483219 5.868210e-02 0.22571625
## 1304 Tbrg1 21376 77.452165 5.864157e-02 0.14195839
## 1305 Plcb3 18797 5.821706 5.863405e-02 0.24316752
## 1306 Oaz1 18245 152.396540 5.854855e-02 0.12049086
## 1307 Pml 18854 38.079453 5.852302e-02 0.15605544
## 1308 Cct7 12468 130.151954 5.845351e-02 0.12262578
## 1309 Ckb 12709 12.920901 5.844778e-02 0.24884052
## 1310 Ptk2 14083 7.163147 5.835747e-02 0.27990311
## 1311 Lims1 110829 25.086528 5.834631e-02 0.16533037
## 1312 Lpcat3 14792 23.944906 5.833298e-02 0.16563894
## 1313 Psmd1 70247 68.292725 5.826618e-02 0.13915467
## 1314 Hnrnpc 15381 161.187308 5.822027e-02 0.11941303
## 1315 Cct6a 12466 156.596239 5.817786e-02 0.12344724
## 1316 Limd1 29806 63.510215 5.817160e-02 0.13885435
## 1317 Mt1 17748 27.895265 5.811186e-02 0.22815670
## 1318 Usp18 24110 11.995692 5.806837e-02 0.19480015
## 1319 Psma7 26444 212.272663 5.804156e-02 0.11811376
## 1320 Gch1 14528 22.471488 5.802256e-02 0.18420551
## 1321 Aarsd1 69684 33.079505 5.801063e-02 0.15551619
## 1322 Hspa14 50497 55.337664 5.799539e-02 0.14214631
## 1323 2700099C18Rik 77022 15.290956 5.796796e-02 0.17837553
## 1324 Galnt10 171212 10.464243 5.789854e-02 0.20131086
## 1325 Hsp90aa1 15519 139.785974 5.784579e-02 0.12209406
## 1326 Mrps23 64656 49.153879 5.779155e-02 0.15905814
## 1327 Rsl1d1 66409 104.597477 5.776798e-02 0.13090696
## 1328 Copz1 56447 91.263648 5.758984e-02 0.12939574
## 1329 Zw10 26951 26.415294 5.756862e-02 0.16279378
## 1330 Hmgn2 15331 69.034469 5.751132e-02 0.16229408
## 1331 Aaas 223921 29.921572 5.733419e-02 0.15861163
## 1332 Ccrn4l <NA> 6.822359 5.729640e-02 0.21882812
## 1333 Dpagt1 13478 27.422308 5.727137e-02 0.16091132
## 1334 Tma7 66167 98.997089 5.721080e-02 0.13391338
## 1335 Nudt1 17766 16.118668 5.712171e-02 0.17837574
## 1336 Ndufb6 230075 92.521903 5.702879e-02 0.13432174
## 1337 Pfdn1 67199 44.192783 5.699944e-02 0.14982090
## 1338 Bmp2k 140780 10.147228 5.688151e-02 0.19325077
## 1339 Ski 20481 11.979369 5.682732e-02 0.21342866
## 1340 Hrsp12 <NA> 10.148568 5.682647e-02 0.19321771
## 1341 Tpm3 59069 100.053655 5.677909e-02 0.12998872
## 1342 Rnf26 213211 17.593048 5.676345e-02 0.18168956
## 1343 Tamm41 68971 18.119674 5.673786e-02 0.17204191
## 1344 Tyms 22171 19.584647 5.673511e-02 0.18036823
## 1345 Samm50 68653 81.775156 5.664432e-02 0.13235459
## 1346 Mmp14 17387 11.283550 5.660235e-02 0.23449666
## 1347 Ube2q2 109161 17.612538 5.651499e-02 0.17606451
## 1348 Ctnnbip1 67087 11.434480 5.650700e-02 0.23790175
## 1349 D17H6S56E-5 110956 383.525736 5.628718e-02 0.13060052
## 1350 Cenpn 72155 21.083114 5.627989e-02 0.17399359
## 1351 Cd320 54219 8.650393 5.624137e-02 0.20095850
## 1352 Ddc 13195 23.072667 5.621897e-02 0.18200775
## 1353 Acyp2 75572 7.649153 5.620334e-02 0.21370246
## 1354 Nenf 66208 14.135960 5.615523e-02 0.17943921
## 1355 Snx15 69024 13.651368 5.606433e-02 0.18527259
## 1356 Ssbp3 72475 24.923237 5.595107e-02 0.16338552
## 1357 Eif1ax 66235 143.910679 5.586252e-02 0.11887597
## 1358 Dalrd3 67789 30.916896 5.585492e-02 0.15691760
## 1359 Mtmr14 97287 32.048146 5.579081e-02 0.16446325
## 1360 Ranbp3 71810 53.356929 5.575131e-02 0.14078472
## 1361 Tspan3 56434 25.726860 5.566322e-02 0.17189941
## 1362 4931406C07Rik 70984 11.455717 5.564740e-02 0.20259616
## 1363 Tsr3 68327 19.788335 5.550691e-02 0.16765609
## 1364 Mrpl27 94064 30.568201 5.550680e-02 0.15755552
## 1365 Tap2 21355 67.354017 5.550120e-02 0.13733114
## 1366 Rpl38 67671 656.230251 5.542495e-02 0.09655515
## 1367 Usp4 22258 61.150087 5.541107e-02 0.13790995
## 1368 Sec14l1 74136 8.979531 5.539006e-02 0.19751887
## 1369 Nsun2 28114 58.371188 5.536969e-02 0.14239316
## 1370 Txn1 22166 245.029669 5.536840e-02 0.11672192
## 1371 Rsrp1 27981 144.261912 5.536255e-02 0.15107322
## 1372 Suds3 71954 51.195870 5.533221e-02 0.14126898
## 1373 Pon2 330260 45.212173 5.532349e-02 0.14460668
## 1374 Cct4 12464 163.338275 5.531266e-02 0.11731159
## 1375 Rab24 19336 24.272917 5.526311e-02 0.16468034
## 1376 Cdc123 98828 53.830314 5.517376e-02 0.14220612
## 1377 Stk38 106504 46.729898 5.512860e-02 0.14492917
## 1378 Spi1 20375 46.909489 5.509299e-02 0.15044434
## 1379 Pold2 18972 28.409720 5.507156e-02 0.15902973
## 1380 Peak1 244895 11.648550 5.506438e-02 0.18786289
## 1381 Piezo1 234839 9.817354 5.505871e-02 0.19576915
## 1382 Haus8 76478 9.803327 5.500787e-02 0.19580653
## 1383 Tcf12 21406 81.680579 5.495424e-02 0.14812599
## 1384 Lmnb1 16906 199.181527 5.490877e-02 0.13951547
## 1385 2310039H08Rik 67101 14.794221 5.489805e-02 0.17680190
## 1386 Fbxo5 67141 47.990508 5.481084e-02 0.15064270
## 1387 Satb1 20230 25.089411 5.480330e-02 0.18862423
## 1388 Leo1 235497 27.903740 5.466288e-02 0.16194936
## 1389 Safb 224903 59.693386 5.464811e-02 0.13777957
## 1390 Frmd4a 209630 7.481884 5.453200e-02 0.20772079
## 1391 Gmds 218138 39.383192 5.452058e-02 0.15411344
## 1392 Pi4k2b 67073 6.820264 5.450195e-02 0.21884814
## 1393 Phb 18673 28.433225 5.443085e-02 0.15889549
## 1394 Xpo5 72322 32.249866 5.442519e-02 0.15478165
## 1395 Rfwd3 234736 24.581670 5.431227e-02 0.16402745
## 1396 Gsr 14782 14.939540 5.425269e-02 0.19227197
## 1397 Ywhah 22629 91.721146 5.422952e-02 0.12769224
## 1398 Cnn2 12798 73.730189 5.421685e-02 0.15564292
## 1399 Rfc3 69263 51.983111 5.419861e-02 0.14611318
## 1400 Tonsl 72749 8.979365 5.415231e-02 0.19749100
## 1401 Gar1 68147 56.021333 5.410865e-02 0.14149101
## 1402 Pla2g16 <NA> 6.493707 5.401848e-02 0.25001762
## 1403 Akap8 56399 58.376507 5.399800e-02 0.13918126
## 1404 Fam111a 107373 56.160745 5.398378e-02 0.13981260
## 1405 Alg14 66789 10.795416 5.397547e-02 0.19807965
## 1406 Imp3 102462 101.225548 5.397185e-02 0.12529006
## 1407 Lats2 50523 19.280116 5.392494e-02 0.17636137
## 1408 Mrpl20 66448 100.869289 5.391230e-02 0.12869439
## 1409 Gm4737 <NA> 17.621523 5.390580e-02 0.17054839
## 1410 Actl6a 56456 71.267677 5.390055e-02 0.13686574
## 1411 Clstn1 65945 8.630080 5.384597e-02 0.21460847
## 1412 Rev1 56210 9.478138 5.384294e-02 0.19859265
## 1413 Mybl2 17865 18.438117 5.383189e-02 0.17100684
## 1414 Kpnb1 16211 112.856795 5.381101e-02 0.12589298
## 1415 Dynll1 56455 58.190209 5.376818e-02 0.13759693
## 1416 Cep57 74360 37.543742 5.370370e-02 0.15103719
## 1417 Nde1 67203 48.998062 5.366185e-02 0.14597298
## 1418 Xk 22439 5.662239 5.364121e-02 0.23471911
## 1419 Cdk16 18555 16.969034 5.351564e-02 0.17245273
## 1420 Ngfrap1 <NA> 45.358012 5.350853e-02 0.15383729
## 1421 Ube2i 22196 50.044386 5.350374e-02 0.14081046
## 1422 Rffl 67338 24.287004 5.346501e-02 0.17702869
## 1423 Pspc1 66645 38.034194 5.337265e-02 0.15247156
## 1424 Brd2 14312 139.335276 5.335190e-02 0.11987677
## 1425 Sik1 17691 4.347193 5.333503e-02 0.29360187
## 1426 Mre11a 17535 25.247374 5.332142e-02 0.16269171
## 1427 Lta 16992 4.516016 5.326379e-02 0.30427313
## 1428 Cmtr1 74157 24.603599 5.301874e-02 0.15943897
## 1429 Rsl24d1 225215 40.895271 5.295850e-02 0.14631906
## 1430 Ppp1cc 19047 35.061470 5.288161e-02 0.15261264
## 1431 Uba2 50995 95.837216 5.281489e-02 0.13250907
## 1432 Spdl1 70385 11.961102 5.279540e-02 0.18576627
## 1433 Lrpprc 72416 32.424704 5.275726e-02 0.15251357
## 1434 Lrwd1 71735 32.746486 5.273516e-02 0.15199246
## 1435 B230217O12Rik 320879 6.163644 5.267225e-02 0.23427524
## 1436 Soga1 320706 3.316321 5.266738e-02 0.31481733
## 1437 Mapk14 26416 64.150635 5.265472e-02 0.13531943
## 1438 Xpnpep1 170750 30.253353 5.264058e-02 0.15377028
## 1439 Psmc5 19184 93.717091 5.261857e-02 0.12636183
## 1440 Sdf2l1 64136 97.892654 5.250667e-02 0.14160146
## 1441 Runx3 12399 8.993525 5.243328e-02 0.22505042
## 1442 Mlst8 56716 12.141546 5.237310e-02 0.18097248
## 1443 Nmt1 18107 70.785302 5.229221e-02 0.13241993
## 1444 Ndufa10 67273 79.938335 5.222620e-02 0.12934444
## 1445 Pitrm1 69617 31.770648 5.219517e-02 0.15354980
## 1446 Mrm1 217038 11.152808 5.218424e-02 0.18642443
## 1447 Hexim1 192231 21.444116 5.212384e-02 0.16361577
## 1448 Pmvk 68603 14.295206 5.206354e-02 0.17540927
## 1449 Umps 22247 25.267041 5.196060e-02 0.15816415
## 1450 Snhg20 76972 13.825848 5.188811e-02 0.18078644
## 1451 Ppp1r18 76448 191.212745 5.183702e-02 0.12023967
## 1452 Nans 94181 45.852900 5.179735e-02 0.14424610
## 1453 Rbm7 67010 52.183062 5.178819e-02 0.14049820
## 1454 Psmb2 26445 134.398656 5.174215e-02 0.12126265
## 1455 Stk19 54402 14.628096 5.170201e-02 0.17418446
## 1456 Bcat2 12036 33.078940 5.168132e-02 0.15161630
## 1457 Tpt1 22070 1839.938966 5.165407e-02 0.11647100
## 1458 Eif3b 27979 155.131983 5.164672e-02 0.11723578
## 1459 Kctd5 69259 25.262025 5.162348e-02 0.15821555
## 1460 Flna 192176 54.596759 5.161214e-02 0.14901921
## 1461 Prkd3 75292 38.050203 5.158229e-02 0.14858618
## 1462 Snrpa1 68981 72.112125 5.157205e-02 0.13474987
## 1463 2300009A05Rik 69478 12.649808 5.156374e-02 0.18244490
## 1464 Tomm7 66169 65.291456 5.156131e-02 0.13606646
## 1465 Matk 17179 8.995063 5.155063e-02 0.19747960
## 1466 Ibtk 108837 30.756972 5.154041e-02 0.15546908
## 1467 Aven 74268 20.442064 5.148255e-02 0.16584388
## 1468 Timm50 66525 51.170628 5.143824e-02 0.14175707
## 1469 Fam98a 72722 23.597315 5.139636e-02 0.16136887
## 1470 Ccdc12 72654 86.208814 5.134588e-02 0.13124196
## 1471 Znhit3 448850 16.451070 5.132033e-02 0.17115000
## 1472 Lrrc42 77809 16.120427 5.121784e-02 0.17223396
## 1473 Trim28 21849 167.371836 5.121565e-02 0.11876380
## 1474 Btf3 218490 326.856857 5.112025e-02 0.10236266
## 1475 C330006A16Rik <NA> 17.118247 5.110680e-02 0.16924211
## 1476 Higd2a 67044 75.311047 5.109520e-02 0.13023212
## 1477 Srrm2 75956 100.174243 5.100935e-02 0.13444045
## 1478 Ska3 219114 12.286955 5.088968e-02 0.18415852
## 1479 Bst2 69550 55.880524 5.088292e-02 0.15258209
## 1480 Ppp2r1b 73699 34.069788 5.087244e-02 0.15004718
## 1481 Cmtm3 68119 9.464941 5.083608e-02 0.19879059
## 1482 Leprot 230514 31.420759 5.078818e-02 0.15442327
## 1483 Snx1 56440 91.549668 5.077284e-02 0.12733162
## 1484 Gsto1 14873 28.964685 5.076660e-02 0.16446424
## 1485 Nucks1 98415 41.340396 5.074327e-02 0.15523700
## 1486 Mrpl22 216767 26.601759 5.073972e-02 0.15572881
## 1487 Pfn2 18645 5.796044 5.073456e-02 0.27275739
## 1488 Creld2 76737 38.083130 5.070770e-02 0.14887151
## 1489 Pfkl 18641 28.095981 5.067541e-02 0.15973689
## 1490 Eno1 13806 36.889406 5.066566e-02 0.14804147
## 1491 Anapc16 52717 46.705938 5.062952e-02 0.14140218
## 1492 Hacd2 70757 6.645496 5.052712e-02 0.21209276
## 1493 Ppan 235036 55.605035 5.037369e-02 0.14778716
## 1494 Nlrx1 270151 10.962347 5.031325e-02 0.19210783
## 1495 Shmt1 20425 28.763872 5.024774e-02 0.15853469
## 1496 Cenpt 320394 10.975265 5.022990e-02 0.18301974
## 1497 Pcbd2 72562 29.730016 5.018853e-02 0.15725961
## 1498 Cox17 12856 133.179989 5.016404e-02 0.11994366
## 1499 Ddx10 77591 31.909801 5.007122e-02 0.15121782
## 1500 Chchd2 14004 91.375549 5.001129e-02 0.12572397
## 1501 Mpnd 68047 60.472075 4.996246e-02 0.13572567
## 1502 Smco4 170748 31.574156 4.994077e-02 0.15179561
## 1503 Ift140 106633 13.130449 4.992967e-02 0.17652242
## 1504 Fmnl3 22379 9.795671 4.990421e-02 0.22101679
## 1505 Hspbp1 66245 32.909520 4.988280e-02 0.14970935
## 1506 Foxm1 14235 24.733455 4.984660e-02 0.16593904
## 1507 Cenpe 229841 19.427097 4.983492e-02 0.16848817
## 1508 Cdca7l 217946 46.691188 4.982152e-02 0.14893981
## 1509 Hscb 100900 26.608447 4.975689e-02 0.15581704
## 1510 Guk1 14923 30.941024 4.969660e-02 0.15292619
## 1511 Khk 16548 10.144394 4.964124e-02 0.19330841
## 1512 Eif2b4 13667 21.943513 4.960802e-02 0.16012213
## 1513 Orc2 18393 24.771978 4.950080e-02 0.15683042
## 1514 Rhot2 214952 23.776881 4.949543e-02 0.15893588
## 1515 Ahcy 269378 8.809748 4.945830e-02 0.19317485
## 1516 Bub1 12235 18.418525 4.944325e-02 0.17628895
## 1517 Supt16 114741 73.938743 4.940696e-02 0.13233329
## 1518 Sav1 64010 33.582703 4.921914e-02 0.14884174
## 1519 Gid8 76425 27.926894 4.920432e-02 0.15343821
## 1520 Atp13a3 224088 72.236077 4.917881e-02 0.14796814
## 1521 2810025M15Rik 69953 104.700186 4.913448e-02 0.15311725
## 1522 Riok2 67045 21.619501 4.890025e-02 0.16084702
## 1523 Chmp2a 68953 104.186861 4.877777e-02 0.12457666
## 1524 Mis18bp1 217653 14.776370 4.876628e-02 0.17687953
## 1525 Tango2 27883 8.814658 4.876299e-02 0.19334671
## 1526 Rhbdf2 217344 10.628555 4.875152e-02 0.19459519
## 1527 2810408I11Rik 69941 5.146343 4.871767e-02 0.23559289
## 1528 Reep4 72549 25.099832 4.871634e-02 0.15636906
## 1529 Psmb7 19177 161.631785 4.865321e-02 0.11530361
## 1530 Nme6 54369 17.607095 4.864931e-02 0.17068756
## 1531 Mbd2 17191 79.599563 4.864223e-02 0.12709440
## 1532 Pold3 67967 24.091165 4.863009e-02 0.15833468
## 1533 Cyp51 13121 14.972286 4.855396e-02 0.17303673
## 1534 Dhfr 13361 11.789299 4.832371e-02 0.18286273
## 1535 Magohb 66441 16.294136 4.832173e-02 0.16885538
## 1536 Vcl 22330 11.974684 4.832078e-02 0.17800098
## 1537 Srrt 83701 101.905330 4.830687e-02 0.11964162
## 1538 Ddb2 107986 9.149293 4.825364e-02 0.19063930
## 1539 Eif2a 229317 47.674598 4.818821e-02 0.14459202
## 1540 Dnajc19 67713 31.071133 4.814437e-02 0.15060270
## 1541 Irak1 16179 25.297714 4.810191e-02 0.15848128
## 1542 Atp5e 67126 574.034633 4.808052e-02 0.10318122
## 1543 Nubp1 26425 30.771957 4.803655e-02 0.15124227
## 1544 Efhd2 27984 32.423974 4.803141e-02 0.14839250
## 1545 Ndufb11 104130 126.424835 4.799464e-02 0.11907659
## 1546 Anp32e 66471 168.521232 4.794705e-02 0.12948425
## 1547 Ccnb1ip1 239083 6.838794 4.788157e-02 0.21954789
## 1548 Lap3 66988 25.775807 4.786214e-02 0.15975953
## 1549 Uvrag 78610 50.501075 4.785371e-02 0.15042147
## 1550 Scd2 20250 43.130363 4.784007e-02 0.16292596
## 1551 Atp5a1 11946 428.577416 4.782705e-02 0.10520733
## 1552 Rbmxl1 19656 34.248548 4.779454e-02 0.14786914
## 1553 Spidr 224008 8.470698 4.778177e-02 0.19641930
## 1554 Slc25a13 50799 16.943683 4.767643e-02 0.17263514
## 1555 Rangrf 57785 8.669179 4.766063e-02 0.20136629
## 1556 Gen1 209334 8.801658 4.763850e-02 0.19335774
## 1557 Gfer 11692 12.305645 4.762043e-02 0.17659136
## 1558 Cln6 76524 17.602058 4.761021e-02 0.17091982
## 1559 Set 56086 176.340798 4.759308e-02 0.11288148
## 1560 Them6 223626 8.313839 4.742736e-02 0.19174633
## 1561 Arhgap19 71085 15.933551 4.739263e-02 0.17599692
## 1562 Syngr2 20973 64.002900 4.738868e-02 0.13514113
## 1563 Dus3l 224907 25.454612 4.732776e-02 0.15589668
## 1564 Mipep 70478 10.634709 4.720664e-02 0.18522747
## 1565 Usp14 59025 26.431330 4.717669e-02 0.15397925
## 1566 Mgat4a 269181 18.116538 4.716759e-02 0.16664219
## 1567 Klhdc8b 78267 14.964312 4.713259e-02 0.17339800
## 1568 Pno1 66249 41.054010 4.708596e-02 0.14493944
## 1569 Dscc1 72107 10.961332 4.708400e-02 0.18329562
## 1570 Ubl7 69459 48.005724 4.706126e-02 0.14061214
## 1571 Htatip2 53415 17.962314 4.700034e-02 0.16439469
## 1572 Uba7 74153 45.769227 4.697845e-02 0.14765064
## 1573 Mpc2 70456 39.884562 4.696696e-02 0.14455828
## 1574 Znrd1 <NA> 61.673924 4.695275e-02 0.13390702
## 1575 Raver1 71766 75.395765 4.684981e-02 0.13352326
## 1576 Cdc7 12545 12.305313 4.679528e-02 0.17668986
## 1577 Rad54l 19366 11.293466 4.679176e-02 0.18151161
## 1578 Slmo2 <NA> 51.675606 4.674351e-02 0.13604707
## 1579 Nop10 66181 103.243913 4.673773e-02 0.11953822
## 1580 Uqcrh 66576 458.869870 4.668704e-02 0.10565716
## 1581 Zmynd19 67187 36.246105 4.658284e-02 0.14515302
## 1582 Rgl2 19732 33.949191 4.657984e-02 0.15356298
## 1583 Ska1 66468 7.305669 4.643925e-02 0.20283224
## 1584 Cltb 74325 12.121872 4.637463e-02 0.18131714
## 1585 Mrto4 69902 35.938670 4.635987e-02 0.15016602
## 1586 Usmg5 <NA> 227.517326 4.633455e-02 0.11041396
## 1587 Pole 18973 14.612340 4.631613e-02 0.17454180
## 1588 Hnrnpa3 229279 38.716145 4.612460e-02 0.14401086
## 1589 Acsl3 74205 7.641405 4.611878e-02 0.19867978
## 1590 Pola1 18968 24.905803 4.611490e-02 0.15948865
## 1591 Tmem256 69186 106.302879 4.609659e-02 0.12595609
## 1592 Pigf 18701 19.440317 4.604998e-02 0.16377954
## 1593 Crk 12928 25.934116 4.597942e-02 0.15759051
## 1594 Metap1d 66559 11.984355 4.589658e-02 0.17837309
## 1595 Mxi1 17859 10.811434 4.585080e-02 0.17982050
## 1596 Prpf19 28000 36.891513 4.576154e-02 0.14439970
## 1597 Slirp 380773 89.049540 4.575667e-02 0.12562050
## 1598 Eif3k 73830 238.311634 4.570962e-02 0.10014918
## 1599 Trex1 22040 13.299203 4.570947e-02 0.17280420
## 1600 Dlat 235339 21.433506 4.565525e-02 0.15908481
## 1601 Nelfcd 57314 35.884783 4.559091e-02 0.14617626
## 1602 Sp100 20684 29.168308 4.558724e-02 0.17355329
## 1603 Snord15b 449631 15.232090 4.558569e-02 0.48875870
## 1604 Zdhhc2 70546 12.119200 4.557409e-02 0.18968555
## 1605 Lrrc59 98238 70.635704 4.554309e-02 0.12879216
## 1606 Napa 108124 35.591047 4.549785e-02 0.14670839
## 1607 Hnrnpa2b1 53379 557.129588 4.549145e-02 0.10329664
## 1608 Bscl2 14705 22.272592 4.548573e-02 0.15996101
## 1609 Rad51 19361 24.733449 4.540572e-02 0.16220964
## 1610 Naa38 78304 62.788389 4.540291e-02 0.13851292
## 1611 Casc5 <NA> 15.940459 4.539870e-02 0.17029198
## 1612 Zbtb45 232879 8.308415 4.539170e-02 0.19212862
## 1613 Dohh 102115 28.759123 4.538731e-02 0.15014049
## 1614 Wdr55 67936 21.790935 4.534412e-02 0.15842097
## 1615 Mecr 26922 15.791811 4.528137e-02 0.16761391
## 1616 Acp5 11433 50.411418 4.519825e-02 0.14689216
## 1617 Mrps10 64657 19.277268 4.512581e-02 0.16129132
## 1618 Pbk 52033 52.749248 4.508834e-02 0.15691508
## 1619 Prr13 66151 63.905427 4.505000e-02 0.13842068
## 1620 Casp3 12367 39.372469 4.503766e-02 0.14378104
## 1621 Pepd 18624 24.605373 4.500426e-02 0.15536483
## 1622 Prps2 110639 48.171674 4.494938e-02 0.14306258
## 1623 Atg9a 245860 11.145358 4.492820e-02 0.17852009
## 1624 Cdkn2d 12581 70.606154 4.490689e-02 0.13760702
## 1625 Eme1 268465 7.638242 4.489502e-02 0.19890796
## 1626 Atp5f1 <NA> 135.906702 4.487687e-02 0.11289037
## 1627 Atp6v0b 114143 53.234802 4.475391e-02 0.13767016
## 1628 Rnf139 75841 19.139060 4.471576e-02 0.16487442
## 1629 Ptgs1 19224 9.443566 4.466910e-02 0.22666828
## 1630 Fxn 14297 30.574265 4.457656e-02 0.14972382
## 1631 Ech1 51798 64.809585 4.457190e-02 0.12922782
## 1632 Smc1a 24061 95.493647 4.439668e-02 0.12669412
## 1633 Mta3 116871 34.122998 4.439428e-02 0.15582922
## 1634 Hnrnpf 98758 89.572059 4.439387e-02 0.12411051
## 1635 Ndrg3 29812 20.929289 4.438542e-02 0.16302956
## 1636 Sf3b6 66055 83.400645 4.437597e-02 0.12357498
## 1637 Polr2j 20022 113.151354 4.435195e-02 0.11668471
## 1638 Ndufa11 69875 16.784177 4.433596e-02 0.16503463
## 1639 Sumo3 20610 59.653302 4.433540e-02 0.13239458
## 1640 Atp5b 11947 740.581488 4.427434e-02 0.09502013
## 1641 Vkorc1 27973 16.774637 4.416450e-02 0.17085639
## 1642 Btd 26363 19.949174 4.410113e-02 0.16011158
## 1643 Gm1821 <NA> 197.373180 4.404275e-02 0.10916447
## 1644 Nabp2 69917 32.252307 4.401564e-02 0.14715012
## 1645 Hpse 15442 6.151516 4.401521e-02 0.21246732
## 1646 Dhcr24 74754 33.613340 4.388992e-02 0.16167230
## 1647 Coq2 71883 19.621003 4.388180e-02 0.16079559
## 1648 Nup62 18226 55.812151 4.376394e-02 0.13481602
## 1649 Uchl5 56207 43.375875 4.371429e-02 0.13839041
## 1650 Cit 12704 7.143990 4.366559e-02 0.19764174
## 1651 Itgb1 16412 59.490138 4.357351e-02 0.13049367
## 1652 Tmem55a <NA> 15.787616 4.355989e-02 0.17389864
## 1653 Ndufs7 75406 68.471544 4.353681e-02 0.12537626
## 1654 Selenbp1 20341 7.321558 4.352367e-02 0.20425555
## 1655 3110002H16Rik <NA> 15.808107 4.352158e-02 0.16824192
## 1656 Aldh9a1 56752 36.889723 4.351248e-02 0.14509645
## 1657 Snx14 244962 9.973928 4.350285e-02 0.18045623
## 1658 Lpxn 107321 22.307802 4.347377e-02 0.17023458
## 1659 Suclg2 20917 17.791795 4.344724e-02 0.16243697
## 1660 Aimp2 231872 32.594285 4.344563e-02 0.14684539
## 1661 Cnih1 12793 55.321531 4.343184e-02 0.13336655
## 1662 Bin2 668218 21.979653 4.336539e-02 0.16128816
## 1663 Ppm1m 67905 30.233809 4.332621e-02 0.15091492
## 1664 C2cd2l 71764 11.805638 4.329642e-02 0.17561968
## 1665 Nudcd2 52653 38.245125 4.328656e-02 0.14329075
## 1666 Endog 13804 7.147501 4.327496e-02 0.19771935
## 1667 Snord22 100127111 82.986931 4.324200e-02 0.51106124
## 1668 Gspt1 14852 37.227871 4.322666e-02 0.14471951
## 1669 Hnrnpab 15384 350.091712 4.321925e-02 0.10059094
## 1670 Oas1a 246730 10.490113 4.317976e-02 0.18243317
## 1671 Psmb4 19172 209.844548 4.314389e-02 0.10536443
## 1672 Zfp318 57908 10.825084 4.313408e-02 0.18992200
## 1673 Atic 108147 81.495760 4.312533e-02 0.12597321
## 1674 Psmc3 19182 123.086619 4.308712e-02 0.11772691
## 1675 Ehmt2 110147 74.495899 4.308312e-02 0.12452843
## 1676 Aprt 11821 64.029577 4.299319e-02 0.12829106
## 1677 Vps11 71732 25.921740 4.298340e-02 0.15337356
## 1678 Hyou1 12282 68.492938 4.291884e-02 0.12602209
## 1679 Brca1 12189 9.634953 4.291484e-02 0.18260017
## 1680 Sf3a2 20222 52.698566 4.290772e-02 0.13156552
## 1681 Ndufa4 17992 399.284430 4.289633e-02 0.10592832
## 1682 Rp9 55934 105.985705 4.285831e-02 0.11764267
## 1683 Narfl <NA> 12.797705 4.285451e-02 0.17156291
## 1684 Cad 69719 27.607376 4.283531e-02 0.15523405
## 1685 Exosc2 227715 37.401849 4.281851e-02 0.14225702
## 1686 Net1 56349 15.291203 4.281083e-02 0.16648602
## 1687 Knstrn 51944 18.255425 4.280497e-02 0.16982080
## 1688 Ruvbl2 20174 69.325811 4.272847e-02 0.12718096
## 1689 Akap8l 54194 29.774912 4.269098e-02 0.14958081
## 1690 Srbd1 78586 21.935162 4.268695e-02 0.15594756
## 1691 Arsb 11881 20.091104 4.268457e-02 0.16281652
## 1692 Ahsa1 217737 124.044137 4.264160e-02 0.11181132
## 1693 Ptges3 56351 49.691607 4.263925e-02 0.13545933
## 1694 Polr2m 28015 150.956358 4.261088e-02 0.11930797
## 1695 Ifi44l 15061 7.334257 4.260771e-02 0.20447079
## 1696 Cdkn3 72391 19.764344 4.260231e-02 0.16379680
## 1697 Axin1 12005 39.060305 4.260054e-02 0.14002939
## 1698 Abcf2 27407 53.366919 4.257960e-02 0.13093586
## 1699 Cnot10 78893 27.913468 4.255851e-02 0.14983638
## 1700 Sept2 <NA> 57.999587 4.252110e-02 0.13034214
## 1701 Emg1 14791 151.504472 4.247497e-02 0.11442100
## 1702 Eif2s2 67204 38.899799 4.246677e-02 0.14268689
## 1703 St3gal2 20444 7.820116 4.242627e-02 0.19089266
## 1704 Rad21 19357 139.485787 4.233623e-02 0.12188088
## 1705 Hmgcl 15356 30.399339 4.231537e-02 0.14837624
## 1706 Anapc13 69010 146.721946 4.230019e-02 0.13404268
## 1707 Ndufb7 66916 164.646814 4.228524e-02 0.10887733
## 1708 Iqgap3 404710 6.967133 4.226901e-02 0.20869584
## 1709 Ncoa4 27057 10.647132 4.222428e-02 0.17712732
## 1710 Nudt5 53893 41.212875 4.221522e-02 0.13950919
## 1711 Nt5c 50773 81.329888 4.220718e-02 0.12550442
## 1712 Stt3a 16430 97.824225 4.219452e-02 0.12279437
## 1713 Ubald2 319370 22.604086 4.217084e-02 0.15478297
## 1714 Gpank1 81845 16.303635 4.215068e-02 0.16372800
## 1715 Fbxo3 57443 36.894307 4.205373e-02 0.14070056
## 1716 Rabac1 14470 67.018184 4.202964e-02 0.12568725
## 1717 Msrb2 76467 8.470291 4.199715e-02 0.19787404
## 1718 Rfc1 19687 33.717386 4.192676e-02 0.14826642
## 1719 Mocs1 56738 13.136845 4.186594e-02 0.17058392
## 1720 Dhrs3 20148 9.992519 4.186291e-02 0.19124362
## 1721 Rab5a 271457 37.231021 4.184872e-02 0.14033773
## 1722 Suclg1 56451 78.778654 4.179401e-02 0.12049803
## 1723 Immt 76614 55.022727 4.176023e-02 0.12944191
## 1724 Dzip1 66573 7.994023 4.170678e-02 0.19683691
## 1725 Eif3m 98221 110.499881 4.169551e-02 0.11275417
## 1726 Eps15 13858 29.593924 4.168035e-02 0.14724209
## 1727 Anp32a 11737 281.770079 4.166455e-02 0.11790450
## 1728 Cenpi 102920 7.472962 4.158519e-02 0.19450472
## 1729 Apitd1 <NA> 57.603362 4.154301e-02 0.14677594
## 1730 Calm1 12313 160.143501 4.150000e-02 0.11034738
## 1731 Mrps28 66230 53.488544 4.147146e-02 0.13408523
## 1732 Rps27rt 100043813 4695.630485 4.136587e-02 0.09338216
## 1733 Stag1 20842 39.511528 4.133942e-02 0.14718551
## 1734 Acadm 11364 20.446450 4.129220e-02 0.15664690
## 1735 Slc39a1 30791 24.090619 4.126866e-02 0.15471540
## 1736 Gtse1 29870 20.756840 4.123290e-02 0.16156042
## 1737 Nmral1 67824 34.551764 4.121759e-02 0.14474170
## 1738 Cryl1 68631 33.027980 4.120339e-02 0.16137916
## 1739 1700017B05Rik 74211 18.950498 4.114392e-02 0.16305116
## 1740 Gins4 109145 34.063582 4.109220e-02 0.14291220
## 1741 Galk1 14635 27.418384 4.106221e-02 0.15371691
## 1742 Atg4b 66615 20.120985 4.104736e-02 0.15752680
## 1743 Zdhhc14 224454 8.483857 4.102130e-02 0.18590127
## 1744 Mthfsl 100039707 13.456735 4.095873e-02 0.16952032
## 1745 Msmo1 66234 19.459987 4.092845e-02 0.15904452
## 1746 Kctd1 106931 6.310032 4.085037e-02 0.22165201
## 1747 Nsl1 381318 10.787797 4.078297e-02 0.18114681
## 1748 Micu1 216001 22.591251 4.074163e-02 0.15522833
## 1749 Ubxn1 225896 137.589689 4.072231e-02 0.10757852
## 1750 Cep128 75216 12.454317 4.068030e-02 0.17339314
## 1751 Sec61b 66212 197.444804 4.066404e-02 0.10007528
## 1752 Rftn1 76438 55.707788 4.062028e-02 0.12944507
## 1753 Chchd6 66098 21.231304 4.056935e-02 0.17710977
## 1754 Dgcr6 13353 10.971856 4.056731e-02 0.17585514
## 1755 Rab12 19328 14.133298 4.052019e-02 0.16727141
## 1756 Nudt21 68219 21.927935 4.049179e-02 0.15657045
## 1757 Mtmr2 77116 32.884854 4.049097e-02 0.14760958
## 1758 Cenpl 70454 15.276845 4.047624e-02 0.16715789
## 1759 Dym 69190 16.950148 4.044804e-02 0.16232165
## 1760 Alkbh7 66400 14.455475 4.042817e-02 0.16633238
## 1761 Sltm 66660 46.884042 4.035255e-02 0.13264448
## 1762 Cchcr1 240084 11.297137 4.033920e-02 0.17443946
## 1763 Rrp1b 72462 12.488471 4.031982e-02 0.17342903
## 1764 Emd 13726 44.347499 4.029924e-02 0.13892024
## 1765 Flot1 14251 20.452577 4.028621e-02 0.15723028
## 1766 Sf3b5 66125 85.189993 4.027208e-02 0.12700576
## 1767 Vamp8 22320 91.773004 4.027041e-02 0.11967978
## 1768 Lamtor1 66508 51.327392 4.020120e-02 0.13498905
## 1769 Ap1s2 108012 10.629927 4.018668e-02 0.17780914
## 1770 Hdlbp 110611 45.537411 4.014293e-02 0.13458596
## 1771 Dsn1 66934 12.787132 4.014104e-02 0.17219088
## 1772 Bola1 69168 11.307095 4.014008e-02 0.17436880
## 1773 Keap1 50868 34.726817 4.011755e-02 0.14218321
## 1774 Adamts10 224697 9.660214 4.011319e-02 0.18368309
## 1775 Kif2a 16563 34.409808 4.010149e-02 0.14267292
## 1776 Osbpl1a 64291 5.325114 4.007329e-02 0.22107142
## 1777 Vwa9 <NA> 30.719877 4.006882e-02 0.14881602
## 1778 Alas1 11655 14.791045 4.003498e-02 0.16535987
## 1779 Poldip2 67811 31.929418 4.003322e-02 0.14393328
## 1780 Rab11b 19326 15.460573 4.002397e-02 0.16336051
## 1781 Skp1a <NA> 164.456711 3.996593e-02 0.11518599
## 1782 Gale 74246 9.146531 3.995355e-02 0.18165422
## 1783 Mlh1 17350 17.285808 3.995306e-02 0.16152794
## 1784 Gtf3a 66596 39.906424 3.994241e-02 0.13721559
## 1785 Foxo4 54601 15.125441 3.991980e-02 0.16435012
## 1786 Ndufa12 66414 87.419257 3.991552e-02 0.11834187
## 1787 Smpd4 77626 16.278359 3.983111e-02 0.16438244
## 1788 Ctbp1 13016 160.226637 3.976395e-02 0.10160223
## 1789 Trip13 69716 15.944733 3.971114e-02 0.16531321
## 1790 Rplp2-ps1 665931 9.474087 3.970042e-02 0.17959368
## 1791 Zbtb12 193736 17.632914 3.965745e-02 0.16101348
## 1792 Tuba1a 22142 23.991136 3.965486e-02 0.17221353
## 1793 Tmem121 69195 33.074859 3.965039e-02 0.16597505
## 1794 Hsd17b12 56348 74.748443 3.961360e-02 0.12654133
## 1795 Sertad2 58172 5.668094 3.960088e-02 0.21385635
## 1796 Mrpl48 52443 25.074913 3.960082e-02 0.15349830
## 1797 Csad 246277 9.478608 3.956453e-02 0.17954524
## 1798 Polr2k 17749 22.453451 3.954942e-02 0.15296648
## 1799 Ppa2 74776 24.921489 3.953743e-02 0.15092106
## 1800 Lgals3bp 19039 17.335216 3.951255e-02 0.17356756
## 1801 Copb2 50797 88.529550 3.951127e-02 0.12057572
## 1802 Pif1 208084 9.788485 3.949150e-02 0.18764901
## 1803 Psma5 26442 61.316468 3.946909e-02 0.12858348
## 1804 Def6 23853 85.093891 3.946152e-02 0.11648169
## 1805 Mrpl37 56280 47.030776 3.936751e-02 0.13606329
## 1806 Dyrk4 101320 5.972470 3.934412e-02 0.25678404
## 1807 Acadvl 11370 21.440446 3.934168e-02 0.15515362
## 1808 Arhgef39 230098 13.450061 3.932798e-02 0.17003012
## 1809 Fkbp4 14228 138.676103 3.932417e-02 0.10835420
## 1810 Asap1 13196 29.421987 3.932349e-02 0.14566769
## 1811 Shcbp1 20419 27.035039 3.922367e-02 0.16397451
## 1812 Rpf2 67239 25.273603 3.919036e-02 0.15033051
## 1813 1110059E24Rik 66206 25.592083 3.916467e-02 0.14990802
## 1814 D19Bwg1357e <NA> 30.933617 3.915842e-02 0.14603975
## 1815 Mut <NA> 19.275318 3.914524e-02 0.15706666
## 1816 Gemin7 69731 50.029026 3.906995e-02 0.13258320
## 1817 Trap1 68015 65.016670 3.906775e-02 0.12480583
## 1818 Wee1 22390 19.596421 3.905042e-02 0.16213479
## 1819 Pnn 18949 49.053272 3.904515e-02 0.13347312
## 1820 Card11 108723 13.628776 3.904067e-02 0.17317292
## 1821 Tac4 93670 25.896262 3.902729e-02 0.15955391
## 1822 Mrps36 66128 16.130945 3.899996e-02 0.16178604
## 1823 Nxn 18230 5.641675 3.890731e-02 0.21380156
## 1824 Tbp 21374 32.226617 3.889692e-02 0.14420207
## 1825 Serbp1 66870 125.994811 3.884402e-02 0.11355184
## 1826 Arpc1a 56443 49.162702 3.877482e-02 0.13618538
## 1827 Cox16 66272 30.248027 3.875776e-02 0.14750290
## 1828 Impa2 114663 29.898450 3.874247e-02 0.14805999
## 1829 Wdr18 216156 18.617272 3.871880e-02 0.15864348
## 1830 Wiz 22404 18.629337 3.869424e-02 0.15882769
## 1831 BC004004 80748 33.561151 3.866417e-02 0.14220903
## 1832 Rpain 69723 12.977186 3.861568e-02 0.16830454
## 1833 Eml4 78798 42.036286 3.860209e-02 0.13798829
## 1834 Slc35b2 73836 33.562947 3.859978e-02 0.14207185
## 1835 Taf15 70439 97.647348 3.858834e-02 0.12396150
## 1836 Zfp523 224656 10.474110 3.852343e-02 0.17447348
## 1837 Lars2 102436 11.626878 3.851035e-02 0.17346168
## 1838 Abca7 27403 9.159727 3.847622e-02 0.18217759
## 1839 Dxo 112403 16.127387 3.842670e-02 0.16225945
## 1840 Orc5 26429 13.298880 3.838743e-02 0.16725325
## 1841 Spcs2 66624 61.665548 3.826220e-02 0.12424050
## 1842 Vrk1 22367 20.764093 3.823906e-02 0.15700236
## 1843 Rdh10 98711 14.586480 3.822066e-02 0.19752715
## 1844 Srf 20807 24.112109 3.814135e-02 0.15028529
## 1845 Mrps15 66407 51.674800 3.813209e-02 0.13066730
## 1846 Wdr74 107071 34.778066 3.804950e-02 0.14351222
## 1847 Gcdh 270076 11.141618 3.792502e-02 0.17174379
## 1848 Ddx49 234374 24.774480 3.790319e-02 0.14899184
## 1849 Farp1 223254 7.310589 3.784319e-02 0.19076916
## 1850 Ivns1abp 117198 120.918451 3.773126e-02 0.14039663
## 1851 Wdr41 218460 11.298178 3.772631e-02 0.17517320
## 1852 Nup43 69912 17.449708 3.769766e-02 0.15882379
## 1853 Asb1 65247 6.661652 3.767241e-02 0.19870233
## 1854 Mvd 192156 8.321276 3.767064e-02 0.18232301
## 1855 Gsg2 <NA> 10.465492 3.762147e-02 0.17495645
## 1856 Tmem109 68539 21.430609 3.758159e-02 0.15591459
## 1857 Snhg9 73474 10.292779 3.757025e-02 0.22916924
## 1858 Farsa 66590 56.547096 3.755082e-02 0.12821937
## 1859 Hdac9 79221 10.980052 3.752523e-02 0.17690593
## 1860 Ubxn2a 217379 12.963177 3.750114e-02 0.16866619
## 1861 Isy1 57905 52.662825 3.748996e-02 0.13009203
## 1862 Ercc6l 236930 11.289561 3.742605e-02 0.17541746
## 1863 Kntc1 208628 7.972103 3.741011e-02 0.18506367
## 1864 Kat2b 18519 17.449799 3.738942e-02 0.15893248
## 1865 Daxx 13163 31.756706 3.736528e-02 0.14316114
## 1866 Noc2l 57741 82.009615 3.735870e-02 0.12388703
## 1867 Etv5 104156 24.939338 3.734153e-02 0.15213473
## 1868 Ilk 16202 66.623196 3.724413e-02 0.12496233
## 1869 Bcap29 12033 29.438639 3.722278e-02 0.14675677
## 1870 Cenpf 108000 16.600385 3.722185e-02 0.16452704
## 1871 Mtx1 17827 23.758055 3.717243e-02 0.15134080
## 1872 Lactb 80907 11.471327 3.717168e-02 0.17068193
## 1873 Psma6 26443 226.764958 3.694859e-02 0.09788683
## 1874 Mettl1 17299 18.626901 3.689859e-02 0.15933276
## 1875 Bop1 12181 46.577250 3.686362e-02 0.13574353
## 1876 Atf6b 12915 58.376043 3.686026e-02 0.12996073
## 1877 Mast2 17776 12.954666 3.679464e-02 0.16896233
## 1878 Galnt1 14423 41.711056 3.677950e-02 0.13382681
## 1879 Atad5 237877 10.462254 3.676088e-02 0.17523520
## 1880 Aspm 12316 11.952490 3.676058e-02 0.17285748
## 1881 Fam26f <NA> 4.484011 3.670989e-02 0.23253262
## 1882 Tsc2 22084 17.112995 3.669096e-02 0.16010155
## 1883 Ubxn6 66530 37.569856 3.664804e-02 0.13703254
## 1884 Rbm6 19654 50.035191 3.658657e-02 0.12829358
## 1885 Mcmbp 210711 33.557466 3.653038e-02 0.14339498
## 1886 Oasl1 231655 7.837527 3.648979e-02 0.19396067
## 1887 Hacd3 57874 22.613726 3.646796e-02 0.15088548
## 1888 Cmpk2 22169 9.992034 3.646751e-02 0.18306254
## 1889 Maged1 94275 11.103059 3.646621e-02 0.20004968
## 1890 Cacybp 12301 63.853679 3.645482e-02 0.12592012
## 1891 Tcof1 21453 50.692263 3.644520e-02 0.13837365
## 1892 Eif3f 66085 307.139428 3.637805e-02 0.08915885
## 1893 Mis18a 66578 34.220782 3.636615e-02 0.14261807
## 1894 Rabggtb 19352 36.919025 3.636134e-02 0.13835340
## 1895 Ralbp1 19765 50.019036 3.633634e-02 0.12875932
## 1896 Psph 100678 23.764927 3.633596e-02 0.15170153
## 1897 Uqcrb 67530 153.157716 3.632757e-02 0.10644022
## 1898 Pcyt2 68671 21.626691 3.631143e-02 0.15301323
## 1899 Wash1 <NA> 23.269707 3.629807e-02 0.14970995
## 1900 Troap 78733 8.302656 3.629314e-02 0.18306283
## 1901 Bcl6 12053 8.129373 3.625064e-02 0.20504519
## 1902 Itga6 16403 7.630334 3.625048e-02 0.20286663
## 1903 Rap1gds1 229877 37.888811 3.618041e-02 0.13687706
## 1904 Ctnna1 12385 59.241581 3.617680e-02 0.15338791
## 1905 Dna2 327762 16.936049 3.615736e-02 0.16402807
## 1906 Nle1 217011 17.140715 3.615024e-02 0.16033307
## 1907 Klf9 16601 5.496083 3.609521e-02 0.20764075
## 1908 Hipk2 15258 7.972541 3.607302e-02 0.18559832
## 1909 Sidt2 214597 40.411768 3.604347e-02 0.13676125
## 1910 Srsf3 20383 153.184806 3.603632e-02 0.10260290
## 1911 Ndc1 72787 17.931443 3.602880e-02 0.16160823
## 1912 Adgrl2 99633 14.287636 3.601860e-02 0.16484976
## 1913 E2f3 13557 11.466690 3.601091e-02 0.17098921
## 1914 Ndufaf7 73694 9.304998 3.594640e-02 0.17676872
## 1915 Ints7 77065 24.752805 3.593851e-02 0.15005115
## 1916 Pold1 18971 51.989323 3.593788e-02 0.13234220
## 1917 Nlrc4 268973 7.841475 3.589995e-02 0.21062112
## 1918 Rbbp4 19646 99.012664 3.587493e-02 0.11245933
## 1919 Idh1 15926 9.646124 3.582337e-02 0.17516636
## 1920 Uap1 107652 12.801465 3.580828e-02 0.16616476
## 1921 Ssr2 66256 75.290631 3.576848e-02 0.11702683
## 1922 Ube2f 67921 33.106837 3.576110e-02 0.14190849
## 1923 Atp2c1 235574 32.725912 3.568968e-02 0.14229397
## 1924 Rad18 58186 11.461598 3.568776e-02 0.17114364
## 1925 Tufm 233870 31.251946 3.568772e-02 0.14160730
## 1926 Ext2 14043 18.600068 3.567352e-02 0.16011939
## 1927 Slc12a2 20496 7.303103 3.566832e-02 0.19177617
## 1928 Fam134a <NA> 35.736695 3.566387e-02 0.13760305
## 1929 Tlr1 21897 4.836466 3.565661e-02 0.22408271
## 1930 Psmb6 19175 121.455607 3.562349e-02 0.10593424
## 1931 Akr1a1 58810 270.997426 3.561727e-02 0.09199462
## 1932 Mllt1 64144 26.764929 3.549729e-02 0.14678081
## 1933 Pnisr 66625 26.120469 3.545144e-02 0.14795438
## 1934 Mzt2 72083 12.126680 3.543756e-02 0.16876334
## 1935 Adpgk 72141 28.950439 3.541478e-02 0.14599653
## 1936 Taf9 108143 74.094040 3.539698e-02 0.12131219
## 1937 Mrps16 66242 68.742780 3.532458e-02 0.12792431
## 1938 Alpk1 71481 9.485611 3.531420e-02 0.18156864
## 1939 Agpat2 67512 15.467594 3.529287e-02 0.16533103
## 1940 Gfra2 14586 44.739174 3.527874e-02 0.19237651
## 1941 Nup50 18141 32.573599 3.527737e-02 0.13980792
## 1942 Eif3c 56347 148.204610 3.527008e-02 0.10250178
## 1943 Pde10a 23984 15.107283 3.521066e-02 0.17286597
## 1944 Cyb5r4 266690 22.254939 3.520208e-02 0.15246913
## 1945 Larp7 28036 49.982743 3.515750e-02 0.13557606
## 1946 Alyref 21681 109.657017 3.514926e-02 0.10887611
## 1947 Ppp1r11 76497 29.913801 3.514174e-02 0.14476599
## 1948 Nsa2 59050 45.043509 3.513408e-02 0.13043662
## 1949 Hax1 23897 24.939995 3.511760e-02 0.14706083
## 1950 Nsmce2 68501 40.550981 3.511348e-02 0.13370202
## 1951 Agpat5 52123 12.474290 3.511162e-02 0.16751364
## 1952 Tpd52l2 66314 20.776426 3.510486e-02 0.15217900
## 1953 March5 <NA> 51.392310 3.510327e-02 0.13447684
## 1954 Manf 74840 81.751917 3.500975e-02 0.12979644
## 1955 Agap3 213990 16.956740 3.500938e-02 0.15782620
## 1956 Grpel1 17713 17.284594 3.499875e-02 0.15708186
## 1957 Ndufs2 226646 104.807669 3.495379e-02 0.11600047
## 1958 Abhd17a 216169 90.589120 3.493793e-02 0.11914062
## 1959 Ascc1 69090 22.939185 3.489645e-02 0.15119498
## 1960 Gng5 14707 102.212083 3.488866e-02 0.10784463
## 1961 Tmem194 <NA> 10.792071 3.488557e-02 0.17445722
## 1962 Tubg1 103733 26.409368 3.488004e-02 0.14770506
## 1963 Dexi 58239 6.494294 3.485903e-02 0.19397517
## 1964 Magoh 17149 153.309781 3.484113e-02 0.10670775
## 1965 Epb4.1l4aos <NA> 35.093047 3.484109e-02 0.13944142
## 1966 Rnf141 67150 10.967218 3.481908e-02 0.17810854
## 1967 Rnf168 70238 13.460329 3.474326e-02 0.16435095
## 1968 Cope 59042 77.933330 3.469853e-02 0.11521337
## 1969 Itgb2 16414 37.408474 3.468197e-02 0.13580280
## 1970 Mboat7 77582 15.963282 3.467989e-02 0.16097004
## 1971 Ankrd54 223690 20.456851 3.458928e-02 0.15347694
## 1972 Tubb2b 73710 8.346094 3.454156e-02 0.21282826
## 1973 Get4 67604 25.594249 3.453495e-02 0.14616206
## 1974 Sco2 100126824 13.655208 3.448608e-02 0.16800644
## 1975 Arhgdia 192662 202.245471 3.444508e-02 0.09274391
## 1976 Usp15 14479 17.956383 3.440062e-02 0.15573387
## 1977 Mrpl33 66845 109.497122 3.439486e-02 0.10797179
## 1978 4933404O12Rik 66752 7.815441 3.439098e-02 0.18144127
## 1979 Prr5 109270 10.664244 3.437812e-02 0.18040954
## 1980 Fem1b 14155 23.923422 3.435733e-02 0.14944788
## 1981 Zwint 52696 45.882789 3.434922e-02 0.13365687
## 1982 Inafm1 66300 7.490972 3.431854e-02 0.18418323
## 1983 Haus1 225745 24.727773 3.430499e-02 0.15681566
## 1984 Nudc 18221 97.751918 3.429092e-02 0.10996417
## 1985 Snrpe 20643 324.425708 3.425781e-02 0.09236843
## 1986 Coro1a 12721 826.266418 3.422780e-02 0.09329607
## 1987 2700094K13Rik <NA> 141.403000 3.422602e-02 0.12880868
## 1988 Tarbp2 21357 10.973779 3.422134e-02 0.16954566
## 1989 Denr 68184 35.723671 3.417946e-02 0.13859915
## 1990 Usp28 235323 9.967025 3.417146e-02 0.17411136
## 1991 Med8 80509 22.100537 3.401968e-02 0.15003052
## 1992 Cyth3 19159 17.152662 3.399390e-02 0.16817793
## 1993 Nap1l4 17955 97.239478 3.398370e-02 0.10815645
## 1994 Aimp1 13722 66.150530 3.397624e-02 0.12016138
## 1995 Bbs9 319845 18.098298 3.392948e-02 0.15910787
## 1996 1700086O06Rik 73516 10.634971 3.392444e-02 0.17111542
## 1997 0610012G03Rik 106264 14.801479 3.388137e-02 0.16069006
## 1998 Bad 12015 21.105950 3.386323e-02 0.15239384
## 1999 Kif20b 240641 13.788127 3.385977e-02 0.16375044
## 2000 St14 19143 22.434254 3.383191e-02 0.14948112
## 2001 Insig1 231070 12.643351 3.382317e-02 0.17145739
## 2002 Luc7l2 192196 81.280476 3.381056e-02 0.11277617
## 2003 Parp1 11545 122.620381 3.380802e-02 0.12254443
## 2004 Nagpa 27426 10.305667 3.375275e-02 0.17277048
## 2005 Cpsf1 94230 33.251851 3.374257e-02 0.13989966
## 2006 Rasal3 320484 88.192871 3.373096e-02 0.13408242
## 2007 Pccb 66904 18.286257 3.371831e-02 0.15538879
## 2008 Fbxo34 78938 10.979336 3.366823e-02 0.17006893
## 2009 Eif3e 16341 242.864214 3.365605e-02 0.09248234
## 2010 Acbd4 67131 8.476351 3.355609e-02 0.17759014
## 2011 N6amt2 <NA> 13.461778 3.350668e-02 0.16487946
## 2012 Ppat 231327 24.272945 3.348344e-02 0.14931459
## 2013 Miip 28010 21.785879 3.344104e-02 0.15102562
## 2014 Fez2 225020 14.795452 3.342865e-02 0.16105552
## 2015 Mapk3 26417 45.836620 3.342164e-02 0.13431994
## 2016 Pih1d1 68845 45.354935 3.339586e-02 0.13158768
## 2017 Uqcrc2 67003 125.078785 3.339443e-02 0.10684094
## 2018 Parp2 11546 31.075863 3.337944e-02 0.14054890
## 2019 Mpg 268395 8.485946 3.337456e-02 0.17773153
## 2020 Atl2 56298 27.263164 3.335669e-02 0.14404915
## 2021 Josd1 74158 14.145555 3.335211e-02 0.16300629
## 2022 Spry4 24066 5.481983 3.333133e-02 0.21030623
## 2023 Prnp 19122 10.645534 3.327209e-02 0.18116530
## 2024 Polr2d 69241 49.834191 3.320620e-02 0.12902903
## 2025 Rqcd1 <NA> 35.867484 3.319413e-02 0.14250586
## 2026 C330027C09Rik <NA> 24.893605 3.318627e-02 0.15463788
## 2027 Smim12 80284 27.254592 3.317181e-02 0.14408484
## 2028 Mcts1 68995 47.701560 3.315862e-02 0.12862315
## 2029 1110004E09Rik <NA> 19.618642 3.314692e-02 0.15259946
## 2030 Ppap2c <NA> 16.282601 3.312674e-02 0.16079998
## 2031 Hace1 209462 10.971246 3.312659e-02 0.17033861
## 2032 Ralb 64143 15.458731 3.310928e-02 0.15928335
## 2033 Fh1 14194 98.833651 3.309196e-02 0.11421914
## 2034 Kat7 217127 22.431000 3.302574e-02 0.15009036
## 2035 Ubash3b 72828 11.297810 3.295527e-02 0.16895319
## 2036 Tmem208 66320 39.730544 3.294394e-02 0.13414230
## 2037 Atp6ap1 54411 58.386472 3.294260e-02 0.12877195
## 2038 Gyg 27357 38.203442 3.293951e-02 0.13934945
## 2039 H2-Oa 15001 24.104089 3.293173e-02 0.14684703
## 2040 Myg1 60315 23.771547 3.286269e-02 0.14754081
## 2041 Hnrnpk 15387 254.210699 3.280634e-02 0.09255313
## 2042 Dpp9 224897 31.396911 3.276538e-02 0.14048279
## 2043 Tubgcp3 259279 20.278167 3.274607e-02 0.15130733
## 2044 Eif3a 13669 127.667672 3.273928e-02 0.10280275
## 2045 Cse1l 110750 65.782531 3.272582e-02 0.12232265
## 2046 2210016F16Rik 70153 8.472750 3.272085e-02 0.17821550
## 2047 Dnajc11 230935 27.598302 3.270662e-02 0.14360562
## 2048 Psmg3 66506 33.081373 3.270653e-02 0.13765170
## 2049 Amdhd2 245847 15.787519 3.270101e-02 0.15867789
## 2050 Itga5 16402 10.117195 3.269415e-02 0.20002606
## 2051 Hs6st1 50785 33.605464 3.268585e-02 0.14067946
## 2052 Ankrd49 56503 17.944907 3.261036e-02 0.15668974
## 2053 Asrgl1 66514 18.602711 3.258532e-02 0.15530023
## 2054 Ddx11 320209 8.810415 3.257870e-02 0.17614925
## 2055 Dynlt1c 100040563 10.966215 3.254676e-02 0.17084080
## 2056 Rpa3 68240 76.249914 3.253531e-02 0.12034324
## 2057 Coq9 67914 15.785367 3.253411e-02 0.15869130
## 2058 Pgam1 18648 14.794748 3.252589e-02 0.16136553
## 2059 Eftud2 20624 66.645458 3.251842e-02 0.11811178
## 2060 Ccdc101 <NA> 20.283183 3.250540e-02 0.15145604
## 2061 Dus1l 68730 28.921734 3.247798e-02 0.14141053
## 2062 Fcho2 218503 9.150895 3.246569e-02 0.17436967
## 2063 Setd8 <NA> 51.186588 3.243986e-02 0.12789301
## 2064 Slc44a2 68682 87.463360 3.241287e-02 0.11899198
## 2065 Rac1 19353 152.784276 3.239802e-02 0.10942275
## 2066 Med11 66172 27.934985 3.229404e-02 0.14358251
## 2067 Ilf3 16201 66.772893 3.226242e-02 0.12202847
## 2068 Cmss1 66497 17.940132 3.224033e-02 0.15702671
## 2069 Kri1 215194 32.102611 3.220880e-02 0.13978527
## 2070 Fmnl1 57778 64.337068 3.216314e-02 0.12242971
## 2071 Cmpk1 66588 80.397140 3.215435e-02 0.11925801
## 2072 Arhgef12 69632 16.120981 3.215361e-02 0.15818267
## 2073 Clk3 102414 43.561497 3.214772e-02 0.13291251
## 2074 Pck2 74551 88.735206 3.212627e-02 0.11707554
## 2075 BC003965 214489 9.482203 3.210027e-02 0.17282251
## 2076 Reep5 13476 33.730699 3.209478e-02 0.13717758
## 2077 Foxred1 235169 19.938622 3.207884e-02 0.15247542
## 2078 Cers2 76893 72.663807 3.207795e-02 0.11870363
## 2079 Pes1 64934 50.715515 3.207783e-02 0.12561277
## 2080 Mrpl23 19935 19.934837 3.205302e-02 0.15264346
## 2081 Tnfrsf1b 21938 12.640433 3.201092e-02 0.16476645
## 2082 Agpat1 55979 42.564475 3.199839e-02 0.13472966
## 2083 Pgk1 18655 34.407008 3.198191e-02 0.13605177
## 2084 Zfp809 235047 13.300473 3.197398e-02 0.16241424
## 2085 Myd88 17874 34.065335 3.194346e-02 0.13678538
## 2086 Acot7 70025 16.939975 3.185279e-02 0.15973414
## 2087 Dedd2 67379 16.813681 3.184652e-02 0.16404264
## 2088 Tmed1 17083 12.627028 3.183282e-02 0.16468089
## 2089 Sgpp1 81535 16.466165 3.177728e-02 0.15743666
## 2090 Trip10 106628 9.812997 3.177101e-02 0.17144195
## 2091 Ikzf1 22778 122.897707 3.175839e-02 0.12529824
## 2092 Ehd1 13660 27.613258 3.174617e-02 0.14486524
## 2093 Ak2 11637 85.924802 3.174047e-02 0.11072494
## 2094 Plbd2 71772 9.807498 3.171207e-02 0.17142046
## 2095 Atp6v0c 11984 10.142872 3.170449e-02 0.16999672
## 2096 Ctsa 19025 40.577312 3.167862e-02 0.13774332
## 2097 Plxnd1 67784 12.802771 3.166947e-02 0.19210451
## 2098 St7 64213 17.787095 3.165311e-02 0.15421035
## 2099 Slc39a10 227059 12.305244 3.162129e-02 0.16598469
## 2100 Mvb12b 72543 19.771194 3.161917e-02 0.15668614
## 2101 Zdhhc3 69035 13.629445 3.158472e-02 0.16157490
## 2102 Melk 17279 11.780371 3.156565e-02 0.17222257
## 2103 Vac14 234729 21.270747 3.152303e-02 0.14999828
## 2104 Slc30a6 210148 10.139950 3.151247e-02 0.17012670
## 2105 Rxra 20181 5.969669 3.147106e-02 0.21407132
## 2106 Asnsd1 70396 47.183065 3.144092e-02 0.12818939
## 2107 Rmrp 19782 31.790825 3.143000e-02 0.28829206
## 2108 Pbx2 18515 32.079047 3.140090e-02 0.14077740
## 2109 Srebf2 20788 61.684385 3.138325e-02 0.11937769
## 2110 Eif4g1 208643 135.142389 3.136875e-02 0.10180396
## 2111 Tpp1 12751 17.784910 3.132205e-02 0.15454868
## 2112 Nup133 234865 12.958502 3.129937e-02 0.16388265
## 2113 Psmd11 69077 49.193703 3.128498e-02 0.12516976
## 2114 Lmf1 76483 13.961897 3.125070e-02 0.16087396
## 2115 Isoc1 66307 44.045658 3.124505e-02 0.12898197
## 2116 Sept11 <NA> 20.269506 3.119734e-02 0.15242123
## 2117 Vdac3 22335 39.878163 3.117866e-02 0.13201160
## 2118 Stard4 170459 15.787959 3.117812e-02 0.15960612
## 2119 Tbca 21371 188.382308 3.116516e-02 0.10181277
## 2120 Eif4a3 192170 128.913102 3.116448e-02 0.10504560
## 2121 Inf2 70435 7.483339 3.114822e-02 0.18609289
## 2122 Psmf1 228769 16.791849 3.114510e-02 0.15715921
## 2123 Gadd45gip1 102060 27.098114 3.113253e-02 0.14233318
## 2124 Lgals1 16852 191.148728 3.109383e-02 0.16254049
## 2125 Rap1b 215449 128.966471 3.107485e-02 0.09952019
## 2126 Prrc2a 53761 118.831195 3.107323e-02 0.10633617
## 2127 Fancd2 211651 6.307595 3.106400e-02 0.18999176
## 2128 Idh3b 170718 100.684373 3.103976e-02 0.10700630
## 2129 Fam50a 108160 32.251582 3.096436e-02 0.13707734
## 2130 Ppp1r8 100336 40.229978 3.094590e-02 0.13145776
## 2131 Prpsap1 67763 41.036087 3.093464e-02 0.13395306
## 2132 Rars 104458 56.507349 3.093055e-02 0.12286590
## 2133 Nxt1 56488 53.335546 3.090382e-02 0.12401019
## 2134 Srsf9 108014 87.741270 3.090366e-02 0.11385400
## 2135 Kdm2b 30841 18.613937 3.086492e-02 0.15638965
## 2136 Pear1 73182 4.982232 3.076566e-02 0.21106251
## 2137 Herpud2 80517 21.931747 3.075509e-02 0.14930958
## 2138 Nudt3 56409 107.562737 3.073290e-02 0.10455402
## 2139 Prr11 270906 15.760021 3.073062e-02 0.16701152
## 2140 Psmd2 21762 103.031409 3.072239e-02 0.10498338
## 2141 Erp29 67397 140.161840 3.070561e-02 0.10066199
## 2142 Dcaf12 68970 52.551120 3.066642e-02 0.12949739
## 2143 Psmc3ip 19183 14.776940 3.066290e-02 0.16279444
## 2144 3110082I17Rik 73212 17.962474 3.065493e-02 0.15792373
## 2145 Sun1 77053 14.634105 3.061098e-02 0.15932725
## 2146 Rtel1 269400 10.805502 3.059113e-02 0.16772865
## 2147 Gpn3 68080 22.927234 3.056512e-02 0.14738737
## 2148 Ptbp1 19205 222.769162 3.054997e-02 0.09729115
## 2149 Rab8b 235442 49.003602 3.050100e-02 0.13062173
## 2150 Lancl2 71835 21.261483 3.048932e-02 0.15088054
## 2151 Trib1 211770 11.654650 3.048810e-02 0.16929629
## 2152 M6pr 17113 78.111481 3.048145e-02 0.11159458
## 2153 Dgcr8 94223 21.942940 3.046651e-02 0.14955566
## 2154 Wdr70 545085 14.631093 3.044695e-02 0.15949433
## 2155 Ip6k1 27399 68.140033 3.042248e-02 0.11656559
## 2156 Cisd2 67006 23.262201 3.039145e-02 0.14690726
## 2157 Ppm1j 71887 5.676797 3.039045e-02 0.22566674
## 2158 Snrpf 69878 40.881806 3.038987e-02 0.13119933
## 2159 Ndufc1 66377 128.613513 3.038922e-02 0.10096205
## 2160 Haus5 71909 10.135130 3.033080e-02 0.17082707
## 2161 Tsen34 66078 10.135130 3.033080e-02 0.17082707
## 2162 Gpm6b 14758 4.676502 3.026698e-02 0.22123368
## 2163 Hadhb 231086 19.106793 3.018574e-02 0.15218217
## 2164 Sertad1 55942 13.972319 3.014894e-02 0.16175749
## 2165 Snhg4 100503380 10.314318 3.010708e-02 0.17484451
## 2166 Igbp1 18518 55.661187 3.005143e-02 0.12203394
## 2167 Ccdc167 68597 10.796885 3.004975e-02 0.16824741
## 2168 Psmd7 17463 82.290427 3.002741e-02 0.11109911
## 2169 Pstpip1 19200 32.719555 2.991459e-02 0.14827393
## 2170 Nop14 75416 22.955393 2.991419e-02 0.14789023
## 2171 H2-Ob 15002 88.786454 2.988624e-02 0.12732109
## 2172 Ldlrap1 100017 11.466850 2.983509e-02 0.16569602
## 2173 Oard1 106821 29.078556 2.979497e-02 0.14011629
## 2174 Sft2d1 106489 12.134192 2.971793e-02 0.16348721
## 2175 Eif6 16418 75.945947 2.971760e-02 0.11197324
## 2176 Ndufs3 68349 57.335184 2.964036e-02 0.12015185
## 2177 Psmc4 23996 96.024986 2.960929e-02 0.10798441
## 2178 Trp53 22059 125.862989 2.960594e-02 0.10307402
## 2179 Eif2s1 13665 54.685792 2.959453e-02 0.12393760
## 2180 Wrn 22427 15.284517 2.958918e-02 0.15825192
## 2181 Rnf19a 30945 14.967293 2.958803e-02 0.15936188
## 2182 Psme2 19188 138.347934 2.958609e-02 0.10206339
## 2183 Taf12 66464 32.227903 2.951000e-02 0.13872799
## 2184 Tsfm 66399 24.934598 2.950618e-02 0.14424874
## 2185 Fam64a <NA> 34.145283 2.947679e-02 0.16430269
## 2186 Foxn2 14236 15.962979 2.943545e-02 0.15657185
## 2187 Strn 268980 15.949375 2.943156e-02 0.15655963
## 2188 Ift46 76568 15.282694 2.938127e-02 0.15835265
## 2189 Echdc1 52665 12.136529 2.935283e-02 0.16377914
## 2190 Hddc2 69692 29.430815 2.929902e-02 0.14010198
## 2191 Gna15 14676 19.269575 2.927396e-02 0.15637192
## 2192 Wdfy2 268752 5.978051 2.927144e-02 0.19590193
## 2193 Tbc1d14 100855 26.090696 2.924276e-02 0.14621831
## 2194 Mrps24 64660 44.218490 2.923025e-02 0.12790324
## 2195 Arl2 56327 27.572380 2.917845e-02 0.14689501
## 2196 Pfas 237823 12.139888 2.916611e-02 0.16380658
## 2197 Mto1 68291 16.956371 2.908537e-02 0.15432525
## 2198 Ublcp1 79560 12.962939 2.906902e-02 0.16597209
## 2199 Prkaa1 105787 12.802818 2.906620e-02 0.16167689
## 2200 Yipf3 28064 39.072804 2.905041e-02 0.13246996
## 2201 Txndc17 52700 31.079986 2.901814e-02 0.13730447
## 2202 Txndc5 105245 53.213094 2.901586e-02 0.12352793
## 2203 Ppard 19015 8.979530 2.899627e-02 0.17211804
## 2204 Rnase4 58809 44.736859 2.899472e-02 0.13914975
## 2205 Ttll12 223723 26.272539 2.896498e-02 0.14240964
## 2206 Polr3h 78929 11.480967 2.895939e-02 0.16631848
## 2207 Actn4 60595 92.523964 2.892858e-02 0.10999289
## 2208 Vps35 65114 62.804023 2.889420e-02 0.11834039
## 2209 Cenpw 66311 7.970440 2.883498e-02 0.17799874
## 2210 Pak1ip1 68083 43.544435 2.883146e-02 0.12922153
## 2211 Sap30 60406 48.541904 2.882628e-02 0.13041613
## 2212 Oxsr1 108737 25.921063 2.881293e-02 0.14309058
## 2213 Pradc1 73327 12.793959 2.880229e-02 0.16195729
## 2214 Ruvbl1 56505 38.409991 2.878081e-02 0.13323080
## 2215 Fkbp11 66120 4.174674 2.876216e-02 0.22126663
## 2216 Ifi35 70110 28.629324 2.872845e-02 0.14603058
## 2217 Deaf1 54006 13.132031 2.872106e-02 0.16089385
## 2218 E4f1 13560 15.971805 2.870680e-02 0.15734349
## 2219 Srsf1 110809 114.163698 2.868094e-02 0.10226321
## 2220 Prdx5 54683 97.565672 2.866423e-02 0.10562088
## 2221 Ssfa2 <NA> 9.796925 2.865384e-02 0.17353785
## 2222 Stip1 20867 102.709530 2.863418e-02 0.10307268
## 2223 Nol7 70078 71.592053 2.860871e-02 0.11928291
## 2224 Arhgap9 216445 26.757884 2.860147e-02 0.14617449
## 2225 Cetn3 12626 89.879817 2.858819e-02 0.11328276
## 2226 Lama4 16775 8.326448 2.858170e-02 0.20369234
## 2227 Xrcc5 22596 22.112704 2.857603e-02 0.14709039
## 2228 Ap3s1 11777 15.611062 2.857060e-02 0.15820735
## 2229 Coa6 67892 12.461583 2.856041e-02 0.16320687
## 2230 Slc20a2 20516 10.467132 2.854989e-02 0.17053135
## 2231 Prpf38a 230596 40.705904 2.852564e-02 0.13024012
## 2232 Rrbp1 81910 25.596369 2.851261e-02 0.14405125
## 2233 Aldh16a1 69748 26.926749 2.848588e-02 0.14146447
## 2234 Med17 234959 21.099638 2.847883e-02 0.14914568
## 2235 Nolc1 70769 48.234380 2.841541e-02 0.13075467
## 2236 Hinfp 102423 17.626171 2.835630e-02 0.15323843
## 2237 Cebpzos 68554 8.301913 2.834357e-02 0.17630227
## 2238 9530077C05Rik 68283 5.307107 2.834262e-02 0.20783537
## 2239 Mettl7a1 70152 15.984750 2.827133e-02 0.16532983
## 2240 Usp46 69727 9.311094 2.826496e-02 0.17096454
## 2241 Pafah1b2 18475 27.582476 2.826386e-02 0.14061925
## 2242 Gm15800 <NA> 11.992085 2.822916e-02 0.17010051
## 2243 Zfp946 74149 9.303727 2.819017e-02 0.17119428
## 2244 Gnptab 432486 16.457171 2.817967e-02 0.16020618
## 2245 Rfx7 319758 35.887749 2.817116e-02 0.13429137
## 2246 Ndufa8 68375 93.382438 2.816464e-02 0.10680836
## 2247 Cinp 67236 9.974595 2.816330e-02 0.16813898
## 2248 Tdp1 104884 20.760226 2.816322e-02 0.15027787
## 2249 Arpc2 76709 310.796980 2.815794e-02 0.08105106
## 2250 Ppp2cb 19053 54.828176 2.813993e-02 0.12244300
## 2251 Ddb1 13194 141.241839 2.813318e-02 0.09578412
## 2252 Canx 12330 191.482408 2.812689e-02 0.09326093
## 2253 Mfsd4 <NA> 9.779117 2.811163e-02 0.19606192
## 2254 Mrpl15 27395 18.623496 2.806260e-02 0.15110085
## 2255 Nsf 18195 16.942782 2.802886e-02 0.15520925
## 2256 2810004N23Rik 66523 32.430731 2.802458e-02 0.13632137
## 2257 Capn1 12333 40.732970 2.797330e-02 0.13158692
## 2258 Pomp 66537 297.365707 2.795485e-02 0.08488881
## 2259 Psmb5 19173 51.363880 2.793918e-02 0.12426314
## 2260 Exosc6 72544 33.085632 2.793472e-02 0.13538283
## 2261 Psmd5 66998 32.420152 2.791552e-02 0.13684812
## 2262 Sfi1 78887 19.637864 2.789782e-02 0.16896165
## 2263 Gm6548 625054 10.307409 2.785576e-02 0.16691678
## 2264 Las1l 76130 28.267054 2.783890e-02 0.13979824
## 2265 Coro2b 235431 6.638586 2.780013e-02 0.18960304
## 2266 Arrb2 216869 38.926419 2.778639e-02 0.13879222
## 2267 Arrdc2 70807 9.321426 2.777858e-02 0.17153442
## 2268 Gcsh 68133 30.421928 2.775652e-02 0.14001989
## 2269 Crem 12916 9.634204 2.774931e-02 0.16992168
## 2270 9130401M01Rik 75758 13.475856 2.771410e-02 0.16072186
## 2271 Usp6nl 98910 14.448032 2.770691e-02 0.16580865
## 2272 Med20 56771 27.586014 2.767610e-02 0.14170978
## 2273 Pycr2 69051 105.997760 2.763053e-02 0.12536839
## 2274 Dap3 65111 14.459743 2.762764e-02 0.15781451
## 2275 Mrpl40 18100 37.547490 2.760870e-02 0.13249641
## 2276 Tbc1d4 210789 8.302593 2.759810e-02 0.17690041
## 2277 Hnrnpd 11991 79.705183 2.759552e-02 0.12246916
## 2278 Ndufc2 68197 130.026664 2.759385e-02 0.11033307
## 2279 Lman1 70361 33.732730 2.758569e-02 0.13457969
## 2280 Qrich1 69232 48.855054 2.757484e-02 0.12353240
## 2281 Eif4enif1 74203 34.070751 2.755293e-02 0.13431148
## 2282 Pop7 74097 23.763979 2.749646e-02 0.14466793
## 2283 Cdk2 12566 51.688092 2.748878e-02 0.12466683
## 2284 Fam76b 72826 28.580073 2.747080e-02 0.13966287
## 2285 Nup205 70699 33.895393 2.746827e-02 0.13843368
## 2286 Pycrl 66194 23.782826 2.746582e-02 0.14482788
## 2287 Gatc 384281 9.639900 2.744416e-02 0.17005635
## 2288 Aars 234734 46.216366 2.738773e-02 0.12780986
## 2289 Mybbp1a 18432 97.161653 2.737800e-02 0.11837878
## 2290 Fbxl6 30840 29.116097 2.737481e-02 0.14333642
## 2291 Etf1 225363 66.830299 2.734506e-02 0.11606348
## 2292 Casp1 12362 15.747972 2.730774e-02 0.19007783
## 2293 Sgol2a <NA> 8.964843 2.728478e-02 0.17359451
## 2294 Pip5k1b 18719 6.662491 2.726034e-02 0.19084230
## 2295 Fbxw2 30050 29.922017 2.723265e-02 0.13774484
## 2296 Zc3hc1 232679 23.420381 2.722641e-02 0.14583995
## 2297 Rab11a 53869 43.520202 2.722545e-02 0.13257547
## 2298 Psma2 19166 219.324027 2.721750e-02 0.09458901
## 2299 Mdc1 240087 15.124933 2.718635e-02 0.15635154
## 2300 Zpr1 22687 24.776988 2.712346e-02 0.14316362
## 2301 Wdr5 140858 40.221958 2.709188e-02 0.12882700
## 2302 Abcb8 74610 15.122507 2.706478e-02 0.15651218
## 2303 Ctps 51797 30.427714 2.701544e-02 0.14089520
## 2304 Capn15 50817 10.646293 2.697907e-02 0.16644674
## 2305 Lcmt1 30949 18.937101 2.697439e-02 0.15146398
## 2306 Dazap1 70248 81.586620 2.697276e-02 0.11119655
## 2307 Mad1l1 17120 24.907816 2.691580e-02 0.14717087
## 2308 Cox7a1 12865 8.634652 2.691362e-02 0.17556206
## 2309 Mtbp 105837 10.634195 2.690308e-02 0.16647582
## 2310 Polr2e 66420 66.496140 2.688671e-02 0.11782000
## 2311 Usp10 22224 33.085366 2.688300e-02 0.13659370
## 2312 Lmf2 105847 19.609445 2.685505e-02 0.15022124
## 2313 Plekhg1 213783 4.822435 2.684830e-02 0.20731899
## 2314 Prmt7 214572 24.776010 2.682823e-02 0.14341083
## 2315 Rcc2 108911 197.709852 2.682448e-02 0.10109831
## 2316 Zc3hav1 78781 57.015050 2.677075e-02 0.11771518
## 2317 Clpx 270166 25.085410 2.675893e-02 0.14299991
## 2318 Esco2 71988 24.390715 2.673394e-02 0.15229608
## 2319 Rdm1 66599 16.271642 2.673057e-02 0.15828509
## 2320 Mrpl54 66047 68.459200 2.671449e-02 0.11578353
## 2321 Dclre1b 140917 10.642242 2.666288e-02 0.16646862
## 2322 Atp5l 27425 45.176766 2.663181e-02 0.13090145
## 2323 Rad23b 19359 60.163857 2.660090e-02 0.11796362
## 2324 Ssna1 68475 90.042346 2.659838e-02 0.10752382
## 2325 Nars 70223 72.660372 2.658169e-02 0.11517947
## 2326 Ppp4c 56420 114.804980 2.656927e-02 0.10047388
## 2327 Dtnb 13528 14.117937 2.656182e-02 0.15971970
## 2328 Hk1 15275 31.586736 2.651767e-02 0.13554166
## 2329 Fam43a 224093 24.907385 2.651372e-02 0.15418964
## 2330 Tomm40 53333 60.514509 2.651119e-02 0.11782178
## 2331 Elp6 72341 7.140890 2.647771e-02 0.17909827
## 2332 Dars2 226539 10.964178 2.647457e-02 0.16546255
## 2333 Sdhb 67680 115.629566 2.644869e-02 0.10392841
## 2334 Pik3r1 18708 20.937190 2.637757e-02 0.14756494
## 2335 Nob1 67619 33.111379 2.634738e-02 0.13765919
## 2336 Mef2c 17260 51.674169 2.634214e-02 0.14399534
## 2337 H2afj <NA> 33.771552 2.631506e-02 0.13661985
## 2338 Snap23 20619 20.952191 2.631186e-02 0.14780554
## 2339 Cops4 26891 51.651459 2.630692e-02 0.12652013
## 2340 Cast 12380 24.433235 2.630218e-02 0.14499707
## 2341 Rap1a 109905 41.211339 2.629037e-02 0.12881567
## 2342 Otulin 432940 36.413023 2.626835e-02 0.13217274
## 2343 Lage3 66192 42.700345 2.623905e-02 0.13091869
## 2344 Otud5 54644 38.917230 2.623514e-02 0.13299546
## 2345 Stil 20460 6.805079 2.622565e-02 0.18199980
## 2346 Trappc10 216131 21.612396 2.616648e-02 0.14638640
## 2347 Timm13 30055 53.516304 2.615480e-02 0.11954740
## 2348 Psma3 19167 42.213610 2.614777e-02 0.12729641
## 2349 Ppp1ca 19045 588.073019 2.613895e-02 0.08788399
## 2350 Rnaset2a 100037283 22.109535 2.613005e-02 0.15037577
## 2351 Tatdn2 381801 20.297593 2.609202e-02 0.14961902
## 2352 Rpl36al 66483 316.239068 2.607354e-02 0.07898704
## 2353 Paxip1 55982 15.114327 2.606962e-02 0.15752226
## 2354 Lrrc40 67144 17.268020 2.603600e-02 0.15622734
## 2355 Fabp5 16592 18.801029 2.601318e-02 0.17033844
## 2356 Pdss1 56075 8.146395 2.598894e-02 0.17319173
## 2357 Zfp637 232337 12.308325 2.597651e-02 0.16127516
## 2358 Mrpl21 353242 22.271229 2.596312e-02 0.14527218
## 2359 Arl8b 67166 34.712685 2.582796e-02 0.13581061
## 2360 Prps1 19139 54.663142 2.580794e-02 0.12339165
## 2361 Haao 107766 13.662736 2.578472e-02 0.17514087
## 2362 Hdac1 433759 32.567261 2.575764e-02 0.13515120
## 2363 Tfeb 21425 25.746484 2.572134e-02 0.14330619
## 2364 Twf1 19230 11.967769 2.568038e-02 0.16262505
## 2365 Sc5d 235293 15.459793 2.567918e-02 0.15719011
## 2366 Snapc5 330959 46.351918 2.564259e-02 0.12656301
## 2367 Slc6a6 21366 16.798731 2.563486e-02 0.15352918
## 2368 Timm10 30059 30.934787 2.562884e-02 0.13842959
## 2369 Mrps35 232536 39.048641 2.562837e-02 0.12887807
## 2370 Gapvd1 66691 27.766536 2.561660e-02 0.13944077
## 2371 Hras 15461 16.794783 2.556835e-02 0.15375240
## 2372 Mrps7 50529 38.710810 2.556485e-02 0.12970466
## 2373 Noc4l 100608 27.434103 2.556358e-02 0.13993461
## 2374 Tor1aip2 240832 28.431319 2.555887e-02 0.13817652
## 2375 Dhx58 80861 8.485203 2.553394e-02 0.17188698
## 2376 Nol12 97961 17.463209 2.552930e-02 0.15226954
## 2377 2700029M09Rik <NA> 55.973852 2.552057e-02 0.12257674
## 2378 Cct2 12461 273.556888 2.545452e-02 0.08225415
## 2379 Mrps26 99045 85.411332 2.544947e-02 0.10688655
## 2380 Eri1 67276 27.408776 2.538987e-02 0.14041694
## 2381 Eef1e1 66143 48.239552 2.538153e-02 0.12902726
## 2382 Prkce 18754 13.293703 2.532406e-02 0.15883799
## 2383 Polr2h 245841 42.213627 2.531472e-02 0.12895019
## 2384 D330041H03Rik 654822 8.807652 2.530810e-02 0.17044828
## 2385 Vdac2 22334 122.828199 2.530563e-02 0.09748351
## 2386 Pigyl 66268 31.224031 2.529467e-02 0.13827589
## 2387 Dnaja3 83945 23.936847 2.523361e-02 0.14267770
## 2388 E130012A19Rik <NA> 6.486579 2.522799e-02 0.18585468
## 2389 Rpph1 85029 17.872994 2.521157e-02 0.20626362
## 2390 Med7 66213 13.299456 2.521128e-02 0.15901231
## 2391 Nifk 67949 51.891264 2.519887e-02 0.12388236
## 2392 Klf16 118445 11.983766 2.517934e-02 0.16334789
## 2393 Rbx1 56438 40.072929 2.515310e-02 0.12820251
## 2394 Tchp 77832 10.952509 2.515003e-02 0.17674834
## 2395 Taf8 63856 23.927626 2.513114e-02 0.14307953
## 2396 Ammecr1 56068 11.960219 2.512218e-02 0.16344186
## 2397 Snupn 66069 8.803976 2.512192e-02 0.17067448
## 2398 Fanci 208836 7.135632 2.511995e-02 0.18066324
## 2399 Hsbp1 68196 71.945549 2.511364e-02 0.11103020
## 2400 Pitpnb 56305 39.049607 2.509939e-02 0.12965039
## 2401 Gab1 14388 10.129851 2.506102e-02 0.18610869
## 2402 Tmem147 69804 47.738502 2.503551e-02 0.12637258
## 2403 Trim26 22670 40.255501 2.502346e-02 0.13345317
## 2404 Gnas 14683 660.012229 2.501286e-02 0.08928134
## 2405 Eml3 225898 18.448950 2.491357e-02 0.15049097
## 2406 Sf3b4 107701 35.227373 2.490375e-02 0.13182020
## 2407 Zak <NA> 13.627933 2.489722e-02 0.15825796
## 2408 Mcu 215999 6.805517 2.487405e-02 0.18345595
## 2409 Zcchc17 619605 33.895262 2.485583e-02 0.13411473
## 2410 Acbd6 72482 46.194562 2.479145e-02 0.12381757
## 2411 Eed 13626 46.862659 2.478139e-02 0.12286265
## 2412 Ncbp1 433702 60.308388 2.475850e-02 0.11796809
## 2413 Mrpl55 67212 18.782534 2.473294e-02 0.14974738
## 2414 Usp39 28035 41.381121 2.473279e-02 0.12670905
## 2415 Ssr1 107513 22.256723 2.472800e-02 0.14684740
## 2416 Bcl2l13 94044 14.290862 2.469568e-02 0.15658076
## 2417 Ints10 70885 14.300624 2.466596e-02 0.15665347
## 2418 Sf3a3 75062 82.378545 2.462987e-02 0.11328078
## 2419 Csrp1 13007 110.410980 2.462023e-02 0.11188852
## 2420 Ssh2 237860 37.721473 2.461367e-02 0.13292257
## 2421 Ggact 223267 13.287271 2.460836e-02 0.15965214
## 2422 Zfand3 21769 45.847948 2.460431e-02 0.12506951
## 2423 Fgf13 14168 18.082040 2.455052e-02 0.15984999
## 2424 Telo2 71718 13.310818 2.454392e-02 0.15969554
## 2425 Rrp36 224823 24.588053 2.450180e-02 0.14270604
## 2426 Slc25a4 11739 169.659698 2.448375e-02 0.08825884
## 2427 Ap1b1 11764 51.350726 2.447434e-02 0.12178890
## 2428 Acsl5 433256 80.272171 2.442522e-02 0.11225373
## 2429 Tbccd1 70573 9.478686 2.442053e-02 0.16827066
## 2430 Ap1s1 11769 54.819618 2.438919e-02 0.12163153
## 2431 Ccdc71 72454 24.922690 2.438880e-02 0.14222748
## 2432 Exosc9 50911 35.568565 2.436750e-02 0.13202299
## 2433 Dnm1l 74006 30.745768 2.436438e-02 0.13571144
## 2434 Pros1 19128 5.138260 2.435812e-02 0.20478722
## 2435 Kdelr1 68137 52.676356 2.434763e-02 0.12065284
## 2436 Mospd3 68929 41.426053 2.434582e-02 0.13746338
## 2437 Fam3c 27999 23.087115 2.431562e-02 0.15002632
## 2438 Ssb 20823 167.675987 2.430922e-02 0.09008073
## 2439 Pex7 18634 10.138287 2.428700e-02 0.16557442
## 2440 Dnttip1 76233 37.223254 2.426091e-02 0.12978214
## 2441 Zfp428 232969 31.415054 2.422832e-02 0.13468681
## 2442 Gorasp2 70231 40.041460 2.420957e-02 0.13023267
## 2443 Bora 77744 18.766789 2.417988e-02 0.15079502
## 2444 Rwdd1 66521 43.045306 2.413510e-02 0.12532347
## 2445 Hyal2 15587 10.472758 2.413014e-02 0.16444632
## 2446 Pex6 224824 25.602236 2.412678e-02 0.14134847
## 2447 Dtx3 80904 19.459184 2.412459e-02 0.14941439
## 2448 Exosc5 27998 57.540980 2.412233e-02 0.11857920
## 2449 Ticrr 77011 8.131451 2.408914e-02 0.17534682
## 2450 Sin3a 20466 41.360150 2.408518e-02 0.12833437
## 2451 Cpne3 70568 12.953917 2.407757e-02 0.16105183
## 2452 Dhx15 13204 137.240807 2.403670e-02 0.09940339
## 2453 Trim39 79263 12.651788 2.402425e-02 0.16247312
## 2454 2700060E02Rik <NA> 80.071059 2.402145e-02 0.10970389
## 2455 Slc31a1 20529 14.618735 2.397970e-02 0.15652532
## 2456 Edc3 353190 26.587629 2.397353e-02 0.13956561
## 2457 Aacs 78894 12.647465 2.397076e-02 0.16240044
## 2458 U2surp 67958 29.069335 2.391447e-02 0.13943398
## 2459 Cops2 12848 40.029398 2.388910e-02 0.13060527
## 2460 Leng8 232798 29.628152 2.386991e-02 0.14334461
## 2461 Tfb1m 224481 10.134115 2.379077e-02 0.16611149
## 2462 Abca3 27410 15.623319 2.378974e-02 0.15407428
## 2463 Pacs1 107975 15.959568 2.378641e-02 0.15304800
## 2464 Nup107 103468 30.735931 2.377304e-02 0.13672719
## 2465 Wdr12 57750 17.473022 2.376348e-02 0.15414816
## 2466 Ccdc22 54638 15.959644 2.374158e-02 0.15316138
## 2467 Enoph1 67870 19.444065 2.373351e-02 0.14945496
## 2468 Wdr24 268933 15.631847 2.370237e-02 0.15411325
## 2469 Armc1 74252 26.253629 2.369193e-02 0.14032698
## 2470 Mettl9 59052 54.478052 2.367496e-02 0.12398338
## 2471 Pard6g 93737 7.966133 2.364566e-02 0.18361187
## 2472 Aco1 11428 10.476117 2.361268e-02 0.16489100
## 2473 Gas5 14455 42.322452 2.360904e-02 0.15024005
## 2474 Ccdc88a 108686 13.284546 2.356586e-02 0.16066572
## 2475 Slc25a44 229517 11.142285 2.355402e-02 0.16264729
## 2476 Faf1 14084 21.766371 2.355285e-02 0.14493841
## 2477 A930015D03Rik 77810 11.137948 2.353686e-02 0.16263849
## 2478 Ndufa5 68202 61.284079 2.353675e-02 0.12018186
## 2479 Hnrnpa1 15382 198.315644 2.350542e-02 0.09088725
## 2480 Mylk 107589 5.167825 2.345318e-02 0.20825173
## 2481 Iars2 381314 26.587693 2.345070e-02 0.14004646
## 2482 Usp33 170822 16.621158 2.344572e-02 0.15184502
## 2483 Bnip2 12175 28.254829 2.344250e-02 0.13718060
## 2484 Pdk3 236900 21.101271 2.343231e-02 0.14653543
## 2485 Rrp15 67223 40.736305 2.341797e-02 0.13018854
## 2486 Srsf4 57317 76.253263 2.340085e-02 0.11069108
## 2487 Arf2 11841 20.096174 2.339735e-02 0.14883212
## 2488 Fam76a 230789 11.469841 2.337022e-02 0.16160362
## 2489 Mrpl44 69163 27.254374 2.336834e-02 0.13896863
## 2490 Akap1 11640 14.957170 2.333772e-02 0.15615799
## 2491 Smim4 66487 32.410716 2.332828e-02 0.13520959
## 2492 Fam101b <NA> 13.706220 2.328805e-02 0.19439910
## 2493 Rhog 56212 100.897813 2.328546e-02 0.10272635
## 2494 Mob2 101513 26.917669 2.323982e-02 0.14028093
## 2495 Fancl 67030 16.615296 2.320376e-02 0.15230191
## 2496 Kdelr2 66913 27.909664 2.319991e-02 0.13833089
## 2497 Seh1l 72124 32.073589 2.319097e-02 0.13534766
## 2498 Tbcel 272589 19.305510 2.317583e-02 0.15552291
## 2499 Cops5 26754 51.503860 2.317367e-02 0.11989578
## 2500 Pdcd5 56330 44.706722 2.315695e-02 0.12516699
## 2501 Rbl1 19650 33.208473 2.313724e-02 0.13834675
## 2502 Bzw1 66882 167.804846 2.313473e-02 0.09224744
## 2503 Hspa4 15525 82.778021 2.312009e-02 0.10811319
## 2504 Ap4b1 67489 11.475024 2.306212e-02 0.16192571
## 2505 Ccndbp1 17151 43.569755 2.302472e-02 0.13277282
## 2506 Cenpc1 12617 22.096791 2.298491e-02 0.14486331
## 2507 Iars 105148 42.069003 2.297230e-02 0.12926121
## 2508 Tars 110960 44.734987 2.294311e-02 0.12539186
## 2509 Psmb3 26446 128.599064 2.292533e-02 0.09598841
## 2510 Mrpl45 67036 16.947207 2.292524e-02 0.15167011
## 2511 Git1 216963 22.109973 2.290648e-02 0.14506360
## 2512 Ecsit 26940 22.777934 2.288442e-02 0.14356358
## 2513 Ptov1 84113 41.028574 2.287641e-02 0.13124199
## 2514 Cd151 12476 10.812004 2.284260e-02 0.16459273
## 2515 Cars2 71941 11.796132 2.280996e-02 0.16115616
## 2516 Mars2 212679 11.478534 2.278821e-02 0.16223553
## 2517 Knop1 66356 16.298320 2.277484e-02 0.15340168
## 2518 Prpf3 70767 23.435469 2.274020e-02 0.14281220
## 2519 Flywch1 224613 14.942449 2.273051e-02 0.15713324
## 2520 Dis3l 213550 11.793872 2.271718e-02 0.16132444
## 2521 Asah1 11886 16.951379 2.269742e-02 0.15201925
## 2522 Cnpy3 72029 48.372892 2.268755e-02 0.12061059
## 2523 Ebna1bp2 69072 27.606578 2.266984e-02 0.13939541
## 2524 Pnpt1 71701 23.109286 2.266940e-02 0.14344396
## 2525 Rhno1 72440 35.059700 2.266699e-02 0.13129264
## 2526 Rnf187 108660 116.140091 2.266282e-02 0.09640894
## 2527 Phlda1 21664 10.817565 2.265908e-02 0.17592854
## 2528 Stx12 100226 12.464078 2.265075e-02 0.15917043
## 2529 Psmd3 22123 95.566735 2.265028e-02 0.09991521
## 2530 Mapre2 212307 12.141539 2.262921e-02 0.16030301
## 2531 Tmem183a 57439 28.584362 2.255335e-02 0.13776431
## 2532 Mrpl11 66419 12.130452 2.254385e-02 0.16028579
## 2533 Tap1 21354 89.716760 2.252124e-02 0.12012263
## 2534 Renbp 19703 16.946471 2.247043e-02 0.15221192
## 2535 Prkrir <NA> 30.253186 2.245785e-02 0.13507766
## 2536 Ogfod3 66179 9.132649 2.237691e-02 0.17195546
## 2537 Pus1 56361 32.440613 2.237342e-02 0.13650733
## 2538 Gdi2 14569 197.834201 2.236926e-02 0.09136273
## 2539 Ppp1r21 73825 24.095027 2.235567e-02 0.14177590
## 2540 Gm2a 14667 36.075413 2.235151e-02 0.13077579
## 2541 Bub3 12237 99.143393 2.234490e-02 0.10813112
## 2542 Adrm1 56436 30.916040 2.233510e-02 0.13405939
## 2543 Cluh 74148 24.617634 2.233285e-02 0.14547831
## 2544 Gstm1 14862 11.815323 2.226734e-02 0.17290340
## 2545 G2e3 217558 7.307009 2.226328e-02 0.17538674
## 2546 Ddrgk1 77006 60.679738 2.226230e-02 0.11449226
## 2547 Mapk8ip3 30957 14.981238 2.226065e-02 0.15796250
## 2548 Ctage5 <NA> 45.081429 2.225309e-02 0.12712854
## 2549 Wbp5 <NA> 56.985333 2.224394e-02 0.12062185
## 2550 Mapk6 50772 26.588571 2.223169e-02 0.14192440
## 2551 Rtn3 20168 79.218995 2.221142e-02 0.11156967
## 2552 Pip4k2a 18718 29.572904 2.218680e-02 0.13675642
## 2553 Ccz1 231874 54.175544 2.214311e-02 0.11836288
## 2554 1110008F13Rik <NA> 105.584999 2.213471e-02 0.10218306
## 2555 Xpot 73192 21.781562 2.211534e-02 0.14668337
## 2556 Timm10b 14356 25.425133 2.211028e-02 0.13967237
## 2557 Nab1 17936 16.279699 2.210935e-02 0.15435794
## 2558 Sars 20226 37.583607 2.210720e-02 0.13403902
## 2559 Pus7 78697 18.137838 2.203212e-02 0.15464953
## 2560 Gabarapl1 57436 30.770575 2.201972e-02 0.14066492
## 2561 Psmc1 19179 118.915395 2.200355e-02 0.10185672
## 2562 G3bp1 27041 129.304321 2.199953e-02 0.09910566
## 2563 Lrrc8c 100604 51.650539 2.199885e-02 0.13484212
## 2564 Acadl 11363 56.630545 2.199660e-02 0.12142500
## 2565 Mrpl47 74600 26.098262 2.188780e-02 0.13869762
## 2566 Safb2 224902 45.740030 2.185647e-02 0.12778787
## 2567 1810026J23Rik <NA> 25.083898 2.185412e-02 0.14085070
## 2568 Rpp30 54364 22.752220 2.184647e-02 0.14533432
## 2569 Crtap 56693 13.468681 2.184013e-02 0.15708517
## 2570 Vps26a 30930 29.230238 2.180195e-02 0.13826091
## 2571 Psmd9 67151 13.794713 2.179468e-02 0.15625242
## 2572 Plscr2 18828 4.139202 2.178567e-02 0.24160112
## 2573 Cstf3 228410 26.100522 2.176688e-02 0.13889082
## 2574 Srpr 67398 50.012947 2.174973e-02 0.12084318
## 2575 Sacm1l 83493 30.235413 2.173549e-02 0.13653647
## 2576 Fdft1 14137 8.316323 2.172796e-02 0.17072449
## 2577 Brcc3 210766 25.765764 2.172707e-02 0.13990578
## 2578 Mrpl46 67308 31.897247 2.171491e-02 0.13363033
## 2579 Myc 17869 93.509492 2.168538e-02 0.15199753
## 2580 Drap1 66556 125.016434 2.166103e-02 0.09593738
## 2581 Kdm7a 338523 8.321339 2.166082e-02 0.17074672
## 2582 Prkag2 108099 8.976527 2.163838e-02 0.16743628
## 2583 Mettl5 75422 19.274671 2.155631e-02 0.14812346
## 2584 Sdad1 231452 18.630601 2.152573e-02 0.14973608
## 2585 Polr2c 20021 26.083408 2.152395e-02 0.13938306
## 2586 Ube2m 22192 94.045425 2.150559e-02 0.10104536
## 2587 Tmem108 81907 7.467303 2.147797e-02 0.18305443
## 2588 Mmd 67468 8.639134 2.145667e-02 0.16922077
## 2589 Gpatch11 53951 8.653308 2.145383e-02 0.16938003
## 2590 Sgk3 170755 13.644295 2.141747e-02 0.16252861
## 2591 Papd7 <NA> 8.977372 2.141613e-02 0.16764185
## 2592 Cdc42ep3 260409 50.364144 2.141235e-02 0.12195303
## 2593 Tnfrsf21 94185 14.135045 2.140280e-02 0.15573932
## 2594 Gna12 14673 32.259297 2.137750e-02 0.13428426
## 2595 Cdc27 217232 18.272526 2.137366e-02 0.15056520
## 2596 Fam89b 17826 37.403062 2.136265e-02 0.13142794
## 2597 D10Jhu81e <NA> 42.854914 2.132298e-02 0.12727911
## 2598 Itpa 16434 13.785193 2.130332e-02 0.15697213
## 2599 Fdx1 14148 16.946105 2.130013e-02 0.15415060
## 2600 Traf5 22033 12.146100 2.129088e-02 0.16231256
## 2601 Cd52 23833 617.199063 2.122824e-02 0.10383598
## 2602 Sigmar1 18391 22.790680 2.119551e-02 0.14665084
## 2603 Vkorc1l1 69568 9.644714 2.118228e-02 0.16524146
## 2604 Wtap 60532 60.177352 2.117398e-02 0.11336823
## 2605 Cmc4 105886298 8.654890 2.116668e-02 0.16982041
## 2606 Eci1 13177 29.314924 2.116428e-02 0.16063070
## 2607 Cdk2ap1 13445 14.117403 2.115386e-02 0.15631055
## 2608 Vcpkmt 207965 26.760485 2.114990e-02 0.13859824
## 2609 Nelfa 24116 26.746685 2.110744e-02 0.13888169
## 2610 Cdca2 108912 20.079998 2.109068e-02 0.15218917
## 2611 Bod1 69556 9.303479 2.108689e-02 0.16678479
## 2612 Hiatl1 <NA> 21.940503 2.107970e-02 0.14317431
## 2613 Mrps18c 68735 111.117905 2.105971e-02 0.10063500
## 2614 Ubap2 68926 34.583058 2.103120e-02 0.13038002
## 2615 Trmt1 212528 30.606550 2.100386e-02 0.13747483
## 2616 Mrps31 57312 15.454140 2.096207e-02 0.15286740
## 2617 Pprc1 226169 18.636870 2.096097e-02 0.15058595
## 2618 Chd3 216848 25.253867 2.095974e-02 0.19083819
## 2619 Cramp1l <NA> 9.978265 2.094252e-02 0.16427293
## 2620 Cs 12974 92.569076 2.093429e-02 0.10016064
## 2621 Bud13 215051 15.451879 2.091800e-02 0.15298957
## 2622 Eprs 107508 58.851095 2.090327e-02 0.11546021
## 2623 Hnrnpl 15388 262.291581 2.089999e-02 0.08323160
## 2624 Rnf126 70294 34.252009 2.089045e-02 0.13133120
## 2625 Cyb561d2 56368 9.302229 2.081851e-02 0.16713354
## 2626 Psmc6 67089 80.258370 2.079154e-02 0.10552658
## 2627 Rpusd1 106707 9.635690 2.074684e-02 0.16593552
## 2628 Prmt5 27374 40.405601 2.074605e-02 0.12773756
## 2629 Ube4a 140630 22.598929 2.073583e-02 0.14240870
## 2630 Ubr7 66622 30.552692 2.069366e-02 0.13821610
## 2631 Nampt 59027 14.464590 2.067246e-02 0.15590901
## 2632 Cdc34 216150 64.671458 2.066003e-02 0.11399872
## 2633 Gss 14854 9.304928 2.063952e-02 0.16715184
## 2634 Gsk3a 606496 54.989805 2.062560e-02 0.11689528
## 2635 Morc2a 74522 29.612959 2.061991e-02 0.14022679
## 2636 Trappc4 60409 46.857638 2.060830e-02 0.12319173
## 2637 Adgrg3 54672 47.229637 2.060505e-02 0.16844314
## 2638 Dnm2 13430 62.154359 2.059787e-02 0.11288876
## 2639 Atp6v1b2 11966 42.045484 2.057107e-02 0.12551731
## 2640 Ptpn9 56294 21.261984 2.056568e-02 0.14537793
## 2641 E130309D02Rik <NA> 29.421675 2.056182e-02 0.13532226
## 2642 Cep83 77048 29.754597 2.055904e-02 0.13437461
## 2643 Elmo1 140580 32.584783 2.054278e-02 0.13478852
## 2644 Higd1a 56295 10.300804 2.054133e-02 0.16352076
## 2645 Eif4h 22384 182.746928 2.050484e-02 0.08591739
## 2646 Scly 50880 28.095351 2.047990e-02 0.13765922
## 2647 Zfand2b 68818 22.276613 2.046152e-02 0.14392295
## 2648 Elovl1 54325 29.427265 2.044916e-02 0.13561771
## 2649 Cox6c 12864 412.389314 2.043474e-02 0.07038847
## 2650 Hn1 <NA> 141.046312 2.042995e-02 0.09185609
## 2651 Fhl3 14201 8.646303 2.042498e-02 0.17080942
## 2652 Ssbp1 381760 28.428938 2.035479e-02 0.13704801
## 2653 Adam9 11502 8.634555 2.031081e-02 0.17075572
## 2654 Capg 12332 51.430656 2.029540e-02 0.13256344
## 2655 Lsm6 78651 21.930609 2.027577e-02 0.14440998
## 2656 Mms22l 212377 15.443775 2.021977e-02 0.15415281
## 2657 Atg3 67841 30.074305 2.021927e-02 0.13446837
## 2658 Ddx21 56200 80.170620 2.021418e-02 0.11267197
## 2659 Cdan1 68968 9.965506 2.020952e-02 0.16521079
## 2660 Ccdc77 67200 10.969671 2.018669e-02 0.16157264
## 2661 Pus3 67049 21.954258 2.017145e-02 0.14509289
## 2662 Pja2 224938 17.114965 2.011715e-02 0.15017374
## 2663 Mpi 110119 11.302980 2.011575e-02 0.16049130
## 2664 Trpv2 22368 27.615772 2.010031e-02 0.14545441
## 2665 Pin1 23988 17.117829 2.009172e-02 0.15000984
## 2666 Nploc4 217365 24.596004 2.004111e-02 0.13963287
## 2667 Npat 244879 10.630696 2.004036e-02 0.16293042
## 2668 Adsl 11564 23.938936 2.002783e-02 0.14085436
## 2669 Tjap1 74094 22.275439 2.002321e-02 0.14482945
## 2670 Ubb 22187 127.761475 2.000859e-02 0.09895082
## 2671 Tbc1d5 72238 16.782499 2.000594e-02 0.15117625
## 2672 Rwdd2b 53858 11.303900 1.997763e-02 0.16067698
## 2673 Nadk 192185 35.263116 1.996597e-02 0.13198301
## 2674 Timm23 53600 10.980441 1.994665e-02 0.16193846
## 2675 Dhrs1 52585 17.110220 1.993024e-02 0.15039727
## 2676 Fmr1 14265 28.068403 1.992271e-02 0.13878799
## 2677 Camsap2 67886 11.308404 1.991074e-02 0.16081676
## 2678 Emc7 73024 45.367083 1.989913e-02 0.12139689
## 2679 Ppp1r2 66849 11.296382 1.986645e-02 0.16089409
## 2680 Ltv1 353258 30.096964 1.983541e-02 0.13514758
## 2681 Psmd12 66997 65.137002 1.982042e-02 0.11074139
## 2682 Ilkap 67444 52.510958 1.981395e-02 0.11691452
## 2683 Morn2 378462 13.782558 1.980933e-02 0.15892920
## 2684 Ada 11486 26.758634 1.980910e-02 0.14155593
## 2685 Pkn2 109333 17.785775 1.980072e-02 0.14889631
## 2686 Isca2 74316 32.580317 1.979902e-02 0.13689765
## 2687 Prps1l3 328099 31.083683 1.979527e-02 0.13341139
## 2688 Ube2o 217342 37.090761 1.976697e-02 0.14411289
## 2689 Cdk5rap3 80280 17.455386 1.974229e-02 0.14988155
## 2690 Mars <NA> 37.573617 1.972179e-02 0.12868888
## 2691 Psmd4 19185 98.899996 1.965434e-02 0.09847995
## 2692 Tssc1 <NA> 25.599190 1.965321e-02 0.13830533
## 2693 Cdca4 71963 56.640419 1.964147e-02 0.11785397
## 2694 Tpra1 24100 16.467867 1.962345e-02 0.15287217
## 2695 Ypel5 383295 25.261251 1.961615e-02 0.13944885
## 2696 Senp1 223870 15.785174 1.957862e-02 0.15440088
## 2697 Foxk2 68837 18.458814 1.956322e-02 0.14774794
## 2698 Arl6ip6 65103 18.105964 1.948290e-02 0.14876732
## 2699 Smc3 13006 58.789571 1.948165e-02 0.12079995
## 2700 Uchl3 50933 59.010282 1.946118e-02 0.11507888
## 2701 Fig4 103199 18.116073 1.942228e-02 0.14883189
## 2702 Utp18 217109 24.939367 1.940681e-02 0.14003721
## 2703 Mrfap1 67568 106.666040 1.940667e-02 0.09690306
## 2704 Vps29 56433 46.350551 1.939934e-02 0.12150428
## 2705 Slc35b4 58246 12.942937 1.939209e-02 0.16702103
## 2706 Srrm1 51796 80.116812 1.935475e-02 0.10465750
## 2707 Eefsec 65967 23.584504 1.929090e-02 0.14317101
## 2708 Dbi 13167 124.542483 1.926731e-02 0.10942238
## 2709 Slc45a4 106068 10.636888 1.924982e-02 0.16404072
## 2710 Parp3 235587 11.304338 1.924955e-02 0.16163828
## 2711 Mphosph6 68533 24.600226 1.923915e-02 0.14102866
## 2712 Ccni 12453 114.272656 1.923669e-02 0.11144967
## 2713 Ufsp2 192169 17.437776 1.922736e-02 0.15076166
## 2714 Ifngr1 15979 50.707723 1.921462e-02 0.12784632
## 2715 Polr1d 20018 87.255330 1.921163e-02 0.10357571
## 2716 Commd2 52245 12.630254 1.920541e-02 0.15775553
## 2717 Nup54 269113 19.112827 1.920448e-02 0.14679606
## 2718 Pld3 18807 17.794933 1.919606e-02 0.15021928
## 2719 Atp6v1e1 11973 64.836236 1.913291e-02 0.11544047
## 2720 Mrps14 64659 31.724225 1.910573e-02 0.13420007
## 2721 Med6 69792 20.114456 1.909622e-02 0.14505233
## 2722 Smn1 20595 41.557342 1.908116e-02 0.12363933
## 2723 Gltscr2 <NA> 179.305781 1.906044e-02 0.08555757
## 2724 Chordc1 66917 72.314700 1.905918e-02 0.11254031
## 2725 Usp25 30940 44.047172 1.904800e-02 0.12694677
## 2726 Gabpb2 213054 26.922894 1.904494e-02 0.13708102
## 2727 Cdkn2aipnl 52626 61.980357 1.900405e-02 0.11286889
## 2728 Whsc1 <NA> 41.824706 1.900114e-02 0.13501240
## 2729 Trim25 217069 41.764141 1.897346e-02 0.12999653
## 2730 Ccpg1 72278 20.103279 1.896885e-02 0.14523172
## 2731 Slfn5 327978 9.162473 1.896322e-02 0.17784648
## 2732 Faap20 67513 12.629186 1.893784e-02 0.15806373
## 2733 Dennd1a 227801 14.784040 1.892281e-02 0.15781038
## 2734 Tbrg4 21379 33.097343 1.892084e-02 0.13238744
## 2735 Tomm20 67952 12.964593 1.889713e-02 0.15699020
## 2736 Rasgrp3 240168 3.809455 1.889701e-02 0.21781566
## 2737 Ctnnbl1 66642 33.058611 1.889682e-02 0.13239561
## 2738 Bri3bp 76809 11.316360 1.886897e-02 0.16223737
## 2739 Synj2 20975 5.142666 1.879053e-02 0.19095567
## 2740 Atn1 13498 9.125644 1.875728e-02 0.17757056
## 2741 Mtor 56717 14.478068 1.872935e-02 0.15940085
## 2742 Usp5 22225 49.349064 1.872924e-02 0.11889359
## 2743 Nosip 66394 28.247247 1.872127e-02 0.13542964
## 2744 Cep295 319675 13.291379 1.871950e-02 0.15637180
## 2745 Mbd3 17192 91.923079 1.871585e-02 0.09931596
## 2746 Hspa5 14828 359.025632 1.870599e-02 0.09021677
## 2747 Sugt1 67955 26.922982 1.866629e-02 0.13875008
## 2748 Ska2 66140 29.047647 1.863327e-02 0.14041977
## 2749 Heatr3 234549 20.121601 1.863270e-02 0.14561450
## 2750 Ilf2 67781 65.647467 1.861215e-02 0.10892823
## 2751 Eif5b 226982 27.604462 1.858161e-02 0.13682739
## 2752 Zfp467 68910 5.476217 1.856302e-02 0.18757282
## 2753 Tusc2 80385 20.111262 1.854633e-02 0.14638413
## 2754 Phf7 71838 7.142904 1.852423e-02 0.17404385
## 2755 Zfp472 224691 14.296851 1.850073e-02 0.15423032
## 2756 Clpb 20480 7.475959 1.846865e-02 0.17215415
## 2757 Oxa1l 69089 31.738669 1.845805e-02 0.13670237
## 2758 Tmem192 73067 27.906178 1.845202e-02 0.13680824
## 2759 Scaf8 106583 36.069971 1.844059e-02 0.12908706
## 2760 Nsdhl 18194 13.629840 1.842129e-02 0.15609308
## 2761 Atf1 11908 28.909606 1.842033e-02 0.13487424
## 2762 Cars 27267 18.128516 1.840894e-02 0.15070620
## 2763 Dnajc8 68598 145.056900 1.840296e-02 0.08941951
## 2764 Naa50 72117 48.015300 1.838761e-02 0.12202372
## 2765 Wdr45b 66840 21.774080 1.835239e-02 0.14272596
## 2766 Thap7 69009 14.633431 1.833227e-02 0.15344710
## 2767 Elp5 54351 29.912669 1.831582e-02 0.13346241
## 2768 Chd1l 68058 14.959481 1.830708e-02 0.15252312
## 2769 Mink1 50932 22.956166 1.828731e-02 0.14636383
## 2770 Txnl4a 27366 101.733508 1.825698e-02 0.09604553
## 2771 Snora17 100306954 12.302498 1.824604e-02 0.42134726
## 2772 Eif2b5 224045 44.536302 1.823323e-02 0.12153567
## 2773 Atox1 11927 85.051612 1.822025e-02 0.10595309
## 2774 Klhl25 207952 13.964202 1.821087e-02 0.15577652
## 2775 Gmpr 66355 11.286416 1.819570e-02 0.17493510
## 2776 Serinc1 56442 43.886234 1.819394e-02 0.12357491
## 2777 Katnb1 74187 8.472439 1.816521e-02 0.16767822
## 2778 Man2b1 17159 36.076403 1.815329e-02 0.13000090
## 2779 Lmnb2 16907 24.585283 1.812256e-02 0.14357882
## 2780 Aamp 227290 58.184043 1.810229e-02 0.11481333
## 2781 Ftsj3 56095 49.394214 1.807037e-02 0.12178956
## 2782 Dnpep 13437 22.775305 1.805169e-02 0.14150871
## 2783 Ptpn1 19246 23.108028 1.805069e-02 0.14077446
## 2784 Mrps30 59054 30.580407 1.803504e-02 0.13258886
## 2785 Osbpl8 237542 22.120630 1.803064e-02 0.14301676
## 2786 Eif4ebp1 13685 43.725982 1.801949e-02 0.12999512
## 2787 Bckdk 12041 22.918460 1.799196e-02 0.14674451
## 2788 Zfyve21 68520 7.478608 1.798705e-02 0.17325668
## 2789 Uxs1 67883 13.622612 1.794151e-02 0.15666840
## 2790 Ndufa9 66108 82.363057 1.791171e-02 0.11025995
## 2791 Ak6 102216272 30.582528 1.790133e-02 0.13346802
## 2792 Cul7 66515 13.299360 1.789171e-02 0.15813776
## 2793 Snf8 27681 54.340295 1.788931e-02 0.11513392
## 2794 Psmd6 66413 83.580635 1.788741e-02 0.10279250
## 2795 Pgm2 66681 14.951226 1.788580e-02 0.15324006
## 2796 Sdhc 66052 86.034077 1.786302e-02 0.10588954
## 2797 Tnpo1 238799 35.724419 1.785499e-02 0.13051517
## 2798 Rab27a 11891 12.281023 1.783075e-02 0.16095653
## 2799 Cul5 75717 15.284281 1.782878e-02 0.15245704
## 2800 Isg20l2 229504 37.069982 1.781299e-02 0.12846362
## 2801 Eif1 20918 239.013111 1.778110e-02 0.08189548
## 2802 Api5 11800 66.959399 1.777048e-02 0.11048847
## 2803 Drosha 14000 23.773053 1.776790e-02 0.14006872
## 2804 Clcc1 229725 22.096454 1.776344e-02 0.14334570
## 2805 Gnb4 14696 12.103317 1.775114e-02 0.17760596
## 2806 Tbc1d22a 223754 14.626260 1.773789e-02 0.15450688
## 2807 Brk1 101314 126.784005 1.769995e-02 0.09212997
## 2808 Ece2 107522 14.638632 1.767603e-02 0.15446497
## 2809 Mum1 <NA> 16.623246 1.766840e-02 0.14949861
## 2810 Ggnbp2 217039 46.558214 1.764709e-02 0.12099757
## 2811 Cep89 72140 9.138969 1.763932e-02 0.16560050
## 2812 Tmem261 <NA> 55.023668 1.760640e-02 0.11469922
## 2813 Sympk 68188 46.516413 1.757348e-02 0.12102139
## 2814 Ndufa6 67130 169.091402 1.755085e-02 0.08526814
## 2815 Tssc4 56844 24.426145 1.755074e-02 0.13916568
## 2816 Slc25a15 18408 8.808854 1.754651e-02 0.16703519
## 2817 Uba5 66663 23.085402 1.754416e-02 0.14203462
## 2818 Txndc15 69672 16.290870 1.753632e-02 0.15052496
## 2819 Oat 18242 71.102644 1.753322e-02 0.11378548
## 2820 Nudt22 68323 9.471859 1.752474e-02 0.16441218
## 2821 Tbc1d22b 381085 16.955622 1.750732e-02 0.14909621
## 2822 Ube2e3 22193 63.770107 1.749986e-02 0.12226212
## 2823 Btbd9 224671 9.469673 1.748653e-02 0.16462923
## 2824 Tsnax 53424 32.906015 1.746837e-02 0.13006612
## 2825 Dusp4 319520 5.997254 1.744571e-02 0.19729740
## 2826 Ing5 66262 9.810667 1.744564e-02 0.16330302
## 2827 Sapcd2 72080 10.615677 1.744393e-02 0.16713979
## 2828 Crat 12908 9.806311 1.744250e-02 0.16344946
## 2829 Ece1 230857 14.301571 1.742928e-02 0.15581482
## 2830 Mrpl16 94063 32.908441 1.742061e-02 0.13016268
## 2831 Vps52 224705 41.381094 1.742030e-02 0.12288115
## 2832 Slk 20874 21.417357 1.740932e-02 0.14597730
## 2833 Atad3a 108888 38.273205 1.739472e-02 0.13394274
## 2834 Eif1ad 69860 24.425333 1.735924e-02 0.13945503
## 2835 Fhl1 14199 5.981664 1.735887e-02 0.19719987
## 2836 Scap 235623 93.552598 1.732554e-02 0.10661305
## 2837 Smad7 17131 8.811685 1.732315e-02 0.16751941
## 2838 Snrpa 53607 72.421855 1.723498e-02 0.11259344
## 2839 Ccdc71l 72123 8.658955 1.722413e-02 0.17685090
## 2840 0610007P14Rik <NA> 31.914267 1.721648e-02 0.13288860
## 2841 Gm12669 620016 38.719101 1.721238e-02 0.12808458
## 2842 Klhdc10 76788 9.803828 1.721086e-02 0.16367364
## 2843 Rab40c 224624 17.288403 1.719509e-02 0.14917681
## 2844 Rrp7a 74778 39.420612 1.718451e-02 0.12705562
## 2845 Acsl4 50790 15.280529 1.717187e-02 0.15371127
## 2846 Wdr82 77305 64.794148 1.716722e-02 0.10981946
## 2847 Dpm1-adnp <NA> 32.912281 1.715178e-02 0.13110245
## 2848 Brip1os 74038 23.746584 1.715076e-02 0.14168418
## 2849 Usp19 71472 58.664336 1.713963e-02 0.11170784
## 2850 Glb1 12091 32.890119 1.713230e-02 0.13152500
## 2851 C1d 57316 17.279261 1.712385e-02 0.14895219
## 2852 Firre 103012 8.160174 1.711505e-02 0.17118243
## 2853 Tank 21353 15.625631 1.710687e-02 0.15351506
## 2854 Tmod3 50875 53.991335 1.709150e-02 0.11900135
## 2855 Rabepk 227746 10.132361 1.708310e-02 0.16276779
## 2856 Ndufs8 225887 116.462689 1.706595e-02 0.09422292
## 2857 Ube2v1 66589 17.612316 1.706235e-02 0.14826881
## 2858 Mtap 66902 63.427788 1.706029e-02 0.13824213
## 2859 Hbs1l 56422 24.769838 1.704200e-02 0.13952305
## 2860 Pts 19286 41.370098 1.699141e-02 0.12435260
## 2861 Ndufaf4 68493 9.815684 1.698288e-02 0.16407879
## 2862 Acad9 229211 10.802568 1.697874e-02 0.16049565
## 2863 Nsun5 100609 10.477032 1.695004e-02 0.16168643
## 2864 Srebf1 20787 26.425537 1.692473e-02 0.13703684
## 2865 Pdf 68023 27.092327 1.688124e-02 0.13567720
## 2866 Exosc1 66583 17.628090 1.681784e-02 0.14886192
## 2867 Chmp3 66700 35.903728 1.681686e-02 0.12706379
## 2868 Poc1b 382406 16.938946 1.681071e-02 0.15041635
## 2869 Stk3 56274 28.272384 1.675602e-02 0.14145321
## 2870 Asna1 <NA> 48.846376 1.674287e-02 0.12082733
## 2871 Xbp1 22433 48.237404 1.672276e-02 0.12258923
## 2872 Clcn7 26373 11.473511 1.671293e-02 0.15883185
## 2873 Cuedc2 67116 35.556244 1.671201e-02 0.12790664
## 2874 Shc1 20416 27.756762 1.669033e-02 0.13496232
## 2875 Phactr4 100169 11.468329 1.668736e-02 0.15894600
## 2876 AU019823 <NA> 19.273730 1.663765e-02 0.14551982
## 2877 Frat2 212398 8.820734 1.662676e-02 0.16939227
## 2878 Fam188a <NA> 11.135548 1.660108e-02 0.15998605
## 2879 Agtpbp1 67269 10.130209 1.657879e-02 0.16352981
## 2880 Anxa7 11750 32.240881 1.655312e-02 0.13538496
## 2881 Rgs8 67792 10.802402 1.655269e-02 0.16130494
## 2882 Cdk11b 12537 44.396208 1.651125e-02 0.12144699
## 2883 Phf19 74016 8.130543 1.649575e-02 0.17237171
## 2884 Psmd13 23997 92.551541 1.647449e-02 0.09918625
## 2885 Zfp160 224585 11.804547 1.642115e-02 0.15846748
## 2886 Hprt 15452 139.556039 1.639462e-02 0.09299310
## 2887 Acaa1a 113868 19.942762 1.638129e-02 0.14461591
## 2888 Fxyd5 18301 84.197494 1.635501e-02 0.11812351
## 2889 Dffb 13368 12.467070 1.634334e-02 0.15652685
## 2890 Gpr108 78308 29.089205 1.631104e-02 0.13384264
## 2891 Plrg1 53317 43.013386 1.628870e-02 0.12477553
## 2892 Med25 75613 19.607147 1.628789e-02 0.14534295
## 2893 Lck 16818 15.303331 1.627491e-02 0.15623180
## 2894 Jmjd8 72106 18.301185 1.624963e-02 0.14887561
## 2895 Erlin1 226144 11.466011 1.624786e-02 0.15962327
## 2896 Asb6 72323 19.623806 1.624168e-02 0.14584306
## 2897 Mcrs1 51812 29.077635 1.622682e-02 0.13374433
## 2898 Nup93 71805 35.551862 1.621176e-02 0.12934298
## 2899 Rbm8a 60365 45.697078 1.618874e-02 0.12012664
## 2900 Urm1 68205 20.267816 1.618384e-02 0.14424378
## 2901 Ndufa1 54405 118.001355 1.614915e-02 0.09197201
## 2902 Katna1 23924 30.083050 1.614651e-02 0.13218122
## 2903 Ccdc124 234388 63.104971 1.613254e-02 0.11733894
## 2904 Vav1 22324 64.826827 1.611512e-02 0.11734419
## 2905 Ulk1 22241 10.818324 1.611417e-02 0.16239860
## 2906 Gusb 110006 29.096316 1.610709e-02 0.13437730
## 2907 Rufy1 216724 19.605457 1.610261e-02 0.14602264
## 2908 Gtpbp1 14904 38.570239 1.606089e-02 0.12538931
## 2909 Pip4k2c 117150 19.948814 1.605850e-02 0.14587334
## 2910 Smurf2 66313 10.800821 1.604653e-02 0.16225898
## 2911 Ostc 66357 95.198675 1.604531e-02 0.09803200
## 2912 Ccdc84 382073 11.802528 1.603866e-02 0.15939652
## 2913 2700062C07Rik 68046 12.794263 1.601382e-02 0.15637537
## 2914 Twf2 23999 70.802858 1.600971e-02 0.10944152
## 2915 Ndufb5 66046 87.067491 1.600691e-02 0.10114030
## 2916 Ubl3 24109 35.227349 1.599941e-02 0.13045716
## 2917 Ptpmt1 66461 19.936451 1.598863e-02 0.14529266
## 2918 Rassf1 56289 21.275732 1.598486e-02 0.14268852
## 2919 Slc7a1 11987 17.629463 1.597707e-02 0.15042232
## 2920 Rbmx2 209003 11.124942 1.595295e-02 0.16131854
## 2921 Cyfip1 20430 17.937388 1.594318e-02 0.14975527
## 2922 Mmp11 17385 18.458118 1.593595e-02 0.15532640
## 2923 Fam212a <NA> 62.638479 1.587805e-02 0.11234712
## 2924 Zfp426 235028 13.128583 1.586216e-02 0.15558713
## 2925 Sumf1 58911 12.799718 1.584726e-02 0.15646350
## 2926 Stx7 53331 21.610877 1.581519e-02 0.14242649
## 2927 Fcf1 73736 73.118091 1.579275e-02 0.10674201
## 2928 Tex264 21767 31.071184 1.578518e-02 0.13165147
## 2929 Clasp2 76499 20.594273 1.577063e-02 0.14460999
## 2930 Extl3 54616 13.129909 1.576591e-02 0.15591061
## 2931 Gmps 229363 22.601184 1.576255e-02 0.14046373
## 2932 Mycbp 56309 11.788791 1.576015e-02 0.15959276
## 2933 Ola1 67059 55.518040 1.574349e-02 0.11458473
## 2934 Ddx18 66942 29.434270 1.571543e-02 0.13443714
## 2935 Prr3 75210 11.483424 1.570128e-02 0.16108899
## 2936 Gfm1 28030 21.605232 1.569969e-02 0.14239432
## 2937 BC055324 381306 10.455655 1.567074e-02 0.16424264
## 2938 Nme7 171567 13.128946 1.566776e-02 0.15573122
## 2939 Scamp2 24044 48.679798 1.564413e-02 0.11866741
## 2940 Unc50 67387 22.601000 1.564114e-02 0.14101468
## 2941 Tanc1 66860 11.133635 1.558942e-02 0.16196177
## 2942 Ppp2ca 19052 189.861012 1.557278e-02 0.08431251
## 2943 Kdelc1 <NA> 13.460254 1.554708e-02 0.15497895
## 2944 Ap2m1 11773 40.871234 1.553646e-02 0.12347764
## 2945 Bud31 231889 73.435170 1.552120e-02 0.10859364
## 2946 Shfm1 <NA> 415.827111 1.550682e-02 0.07954246
## 2947 Dnajb6 23950 22.937523 1.548763e-02 0.14026061
## 2948 Fundc2 67391 21.924062 1.547034e-02 0.14266560
## 2949 Gpatch4 66614 35.269669 1.546431e-02 0.13249595
## 2950 Sh3glb2 227700 22.266414 1.546239e-02 0.14166100
## 2951 Pdcd10 56426 22.931224 1.544805e-02 0.14078225
## 2952 Dok2 13449 25.660680 1.542444e-02 0.16526542
## 2953 Tm2d3 68634 23.596894 1.540198e-02 0.13975976
## 2954 Ipo11 76582 20.932708 1.538644e-02 0.14456392
## 2955 Tma16 66282 13.466357 1.537940e-02 0.15525852
## 2956 Rasa2 114713 14.133666 1.536378e-02 0.15398265
## 2957 Alg5 66248 23.275233 1.534955e-02 0.14018656
## 2958 Slc25a45 107375 19.636746 1.534157e-02 0.14815180
## 2959 Commd9 76501 24.737704 1.533690e-02 0.14413268
## 2960 Zfp511 69752 15.126336 1.533607e-02 0.15116409
## 2961 Golph3l 229593 23.596852 1.531639e-02 0.13956577
## 2962 Ppig 228005 23.931082 1.531280e-02 0.13881054
## 2963 Eif2b1 209354 24.260865 1.526647e-02 0.13843254
## 2964 Mphosph10 67973 31.102448 1.526040e-02 0.13312995
## 2965 Gmppb 331026 13.792116 1.524722e-02 0.15493922
## 2966 Minos1 <NA> 41.202588 1.519904e-02 0.12384819
## 2967 Vps16 80743 24.601935 1.517891e-02 0.13802396
## 2968 Jup 16480 6.839359 1.516927e-02 0.18465511
## 2969 Tm9sf1 74140 32.074805 1.516468e-02 0.13268830
## 2970 Raly 19383 354.666323 1.516441e-02 0.07271108
## 2971 Tmem59 56374 103.854005 1.515645e-02 0.09604977
## 2972 Ttf2 74044 11.786969 1.515317e-02 0.16074928
## 2973 Mbnl3 171170 10.784793 1.514390e-02 0.16411099
## 2974 Vps13c 320528 14.794772 1.511904e-02 0.15270418
## 2975 Aagab 66939 24.255683 1.510131e-02 0.13903599
## 2976 Herc1 235439 19.957730 1.509823e-02 0.14853095
## 2977 Tsta3 <NA> 33.735727 1.509122e-02 0.12904213
## 2978 Rbm14 56275 34.061067 1.508901e-02 0.12881661
## 2979 Carkd <NA> 25.261022 1.506068e-02 0.13713618
## 2980 Eci2 23986 37.866713 1.505834e-02 0.12990270
## 2981 Dctn2 69654 70.295166 1.503298e-02 0.10687496
## 2982 St13 70356 135.717558 1.503048e-02 0.09915611
## 2983 Ict1 <NA> 34.057074 1.502864e-02 0.12890174
## 2984 Smchd1 74355 42.873081 1.497454e-02 0.12360964
## 2985 Pygm 19309 11.671180 1.496771e-02 0.18228514
## 2986 Itgb1bp1 16413 16.121914 1.495530e-02 0.14948765
## 2987 Nat10 98956 20.961678 1.493298e-02 0.14580787
## 2988 Dnaja2 56445 71.318939 1.489958e-02 0.10539177
## 2989 Golt1b 66964 15.789208 1.489911e-02 0.15030679
## 2990 H3f3a 15078 300.956506 1.488333e-02 0.06760947
## 2991 Cbl 12402 24.595303 1.486323e-02 0.13946650
## 2992 Wdr76 241627 15.112974 1.482800e-02 0.15244749
## 2993 Itpr3 16440 39.872661 1.481512e-02 0.12837584
## 2994 Pglyrp2 57757 12.142916 1.480914e-02 0.16117099
## 2995 Calr 12317 496.927288 1.478771e-02 0.07109258
## 2996 Rcl1 59028 31.769823 1.476140e-02 0.13361259
## 2997 Tardbp 230908 53.365476 1.476082e-02 0.11543910
## 2998 Ppp1r7 66385 24.582668 1.475655e-02 0.13918171
## 2999 Fam49b <NA> 63.815836 1.474719e-02 0.10996461
## 3000 Rae1 66679 53.050177 1.471215e-02 0.11666321
## 3001 Got2 14719 59.466359 1.469723e-02 0.11554551
## 3002 E2f7 52679 6.637475 1.469314e-02 0.17558077
## 3003 Gt(ROSA)26Sor 14910 13.482188 1.467776e-02 0.15716974
## 3004 Gtf3c5 70239 15.447128 1.463923e-02 0.15191559
## 3005 Shb 230126 5.972285 1.463427e-02 0.18067896
## 3006 Tmco1 68944 16.112394 1.463307e-02 0.15033943
## 3007 2410016O06Rik <NA> 16.463074 1.462515e-02 0.14943126
## 3008 Ncf4 17972 64.244346 1.462115e-02 0.12510378
## 3009 Man2a1 17158 34.713163 1.457188e-02 0.12962774
## 3010 Cpped1 223978 7.977044 1.457047e-02 0.16834399
## 3011 Afg3l2 69597 25.939079 1.455339e-02 0.13740460
## 3012 Magt1 67075 26.917693 1.455190e-02 0.13554410
## 3013 Man1a 17155 29.383483 1.454931e-02 0.13869195
## 3014 Rusc1 72296 7.653901 1.452810e-02 0.17041041
## 3015 U2af2 22185 151.543805 1.448906e-02 0.08363154
## 3016 Ndufab1 70316 15.777352 1.447189e-02 0.15140179
## 3017 Zbtb22 81630 27.249073 1.443732e-02 0.13535803
## 3018 Ccdc47 67163 36.387442 1.443578e-02 0.12741846
## 3019 Riok3 66878 33.749206 1.439828e-02 0.13240054
## 3020 Sac3d1 66406 16.127115 1.439146e-02 0.15067879
## 3021 Fam133b 68152 27.588758 1.438605e-02 0.13449494
## 3022 Drg1 13494 73.259430 1.437831e-02 0.10611243
## 3023 Ywhab 54401 143.034376 1.436957e-02 0.08749090
## 3024 Ptges2 96979 9.304318 1.430321e-02 0.16337819
## 3025 Clp1 98985 25.935955 1.429403e-02 0.13872477
## 3026 Gins3 78833 8.968582 1.428817e-02 0.16487526
## 3027 Abhd17c 70178 17.454993 1.421044e-02 0.14791952
## 3028 Oaz2 18247 37.377248 1.419431e-02 0.12684469
## 3029 Arih1 23806 48.523079 1.416261e-02 0.11710563
## 3030 Ppwd1 238831 18.109120 1.415785e-02 0.14696922
## 3031 Skap2 54353 36.397609 1.414166e-02 0.12902221
## 3032 Dvl1 13542 16.799474 1.410532e-02 0.14995160
## 3033 Upf3b 68134 28.930149 1.409536e-02 0.13312426
## 3034 2610318N02Rik 70458 18.105462 1.408531e-02 0.14700324
## 3035 Emc6 66048 48.220093 1.408336e-02 0.11801686
## 3036 Txndc9 98258 9.975261 1.407690e-02 0.16146853
## 3037 Nkrf 77286 9.313253 1.405804e-02 0.16393195
## 3038 Abhd10 213012 9.972264 1.405230e-02 0.16142890
## 3039 Akt3 23797 22.260659 1.404831e-02 0.14578192
## 3040 Rbm28 68272 17.788378 1.403378e-02 0.14768434
## 3041 Ipo9 226432 26.575239 1.402625e-02 0.13771819
## 3042 Rgs12 71729 9.968663 1.402183e-02 0.16163011
## 3043 Ppie 56031 49.846345 1.401119e-02 0.11602162
## 3044 Tra2b 20462 87.733281 1.400406e-02 0.09894895
## 3045 B4galt5 56336 7.985555 1.398724e-02 0.16975935
## 3046 Rpusd4 71989 25.238217 1.398323e-02 0.14088078
## 3047 Apbb1ip 54519 47.227736 1.397243e-02 0.12086272
## 3048 Mrpl36 94066 57.016419 1.395846e-02 0.11413510
## 3049 Snrnp27 66618 46.518939 1.392842e-02 0.12136735
## 3050 Ppp4r1 70351 38.708897 1.391276e-02 0.12567528
## 3051 Ogfod2 66627 9.645203 1.386667e-02 0.16332881
## 3052 Taf5l 102162 30.259518 1.383917e-02 0.13172552
## 3053 Pan2 103135 18.778863 1.381707e-02 0.14595371
## 3054 Gimap4 107526 367.458754 1.381203e-02 0.09333703
## 3055 Kctd9 105440 10.635269 1.380143e-02 0.15984643
## 3056 Ddx26b <NA> 9.649800 1.378337e-02 0.16346097
## 3057 Aida 108909 20.115238 1.371631e-02 0.14345353
## 3058 Wdr48 67561 29.897073 1.367676e-02 0.13307438
## 3059 Ndufs1 227197 49.174367 1.367387e-02 0.11841401
## 3060 Tprkb 69786 10.969423 1.366164e-02 0.15890087
## 3061 Trim37 68729 19.438870 1.365697e-02 0.14500911
## 3062 Rnpc3 67225 10.639111 1.364154e-02 0.16021130
## 3063 Zfp959 224893 10.973836 1.363311e-02 0.15911683
## 3064 Meaf6 70088 20.101030 1.363217e-02 0.14390127
## 3065 Abhd11 68758 17.802147 1.362670e-02 0.14890087
## 3066 Alkbh8 67667 20.106544 1.359320e-02 0.14396357
## 3067 Rnpep 215615 38.040006 1.358375e-02 0.12767470
## 3068 Rps19bp1 66538 31.254855 1.357703e-02 0.13079358
## 3069 Cfap45 71870 13.442569 1.357265e-02 0.15943623
## 3070 Nop2 110109 37.950977 1.355554e-02 0.13562954
## 3071 Psmc2 19181 71.106565 1.353735e-02 0.10638527
## 3072 Tnip2 231130 9.645825 1.352845e-02 0.16369434
## 3073 Gabbr1 54393 9.652227 1.351344e-02 0.16404404
## 3074 Kdm5d 20592 5.985951 1.347312e-02 0.27787937
## 3075 Calcrl 54598 7.649081 1.346267e-02 0.17280467
## 3076 Emc8 18117 10.298314 1.345567e-02 0.16158737
## 3077 Tada3 101206 11.304389 1.345543e-02 0.15843579
## 3078 Lrrc49 102747 6.632896 1.341288e-02 0.17892071
## 3079 Pim3 223775 9.653643 1.339933e-02 0.16437624
## 3080 Fpgs 14287 19.793302 1.339101e-02 0.14506042
## 3081 Mitd1 69028 19.794337 1.339077e-02 0.14564966
## 3082 Cab39l 69008 21.762700 1.337504e-02 0.14126663
## 3083 Mrpl34 94065 74.465415 1.336134e-02 0.10262925
## 3084 Cops7a 26894 28.590064 1.335799e-02 0.13587960
## 3085 Vti1a 53611 11.630771 1.333568e-02 0.15759876
## 3086 Gaa 14387 9.969780 1.333382e-02 0.16293454
## 3087 Zfp609 214812 10.634970 1.332911e-02 0.16060280
## 3088 Cep63 28135 19.763486 1.329846e-02 0.14547644
## 3089 Ddx27 228889 42.397655 1.328704e-02 0.12225586
## 3090 5031414D18Rik <NA> 7.640958 1.327630e-02 0.17368015
## 3091 Rprd1b 70470 21.432344 1.325367e-02 0.14209649
## 3092 Ift27 67042 20.107894 1.323525e-02 0.14596726
## 3093 Rpl22l1 68028 324.315584 1.323072e-02 0.06956972
## 3094 Arih2 23807 22.764801 1.318246e-02 0.13964052
## 3095 Zfp760 240034 10.643690 1.317754e-02 0.16153371
## 3096 Slfn9 237886 8.966231 1.317182e-02 0.16780508
## 3097 Slc2a1 20525 11.311063 1.316651e-02 0.15924341
## 3098 Cul3 26554 70.759440 1.311672e-02 0.10994023
## 3099 Spryd3 223918 12.630927 1.309948e-02 0.15529461
## 3100 Tmem259 216157 50.564787 1.309622e-02 0.12095845
## 3101 Rad9a 19367 23.095505 1.307798e-02 0.13948938
## 3102 P4ha1 18451 12.629421 1.306370e-02 0.15543498
## 3103 Nedd8 18002 247.266380 1.306017e-02 0.08070749
## 3104 Skap1 78473 20.607159 1.303388e-02 0.15103510
## 3105 Pom121 107939 21.766573 1.299639e-02 0.14221248
## 3106 Abtb1 80283 31.591849 1.296215e-02 0.13380671
## 3107 Slc35a4 67843 34.231403 1.295158e-02 0.12795784
## 3108 Tubgcp2 74237 21.086499 1.294764e-02 0.14403586
## 3109 Nudcd1 67429 12.966078 1.292996e-02 0.15468505
## 3110 Tor1a 30931 23.771117 1.292360e-02 0.13886603
## 3111 Pcgf6 71041 9.982482 1.291902e-02 0.16383976
## 3112 Gtf3c2 71752 33.228476 1.291892e-02 0.13003243
## 3113 Itpripl1 73338 10.978796 1.283846e-02 0.16074653
## 3114 Ebp 13595 24.757175 1.281822e-02 0.13719138
## 3115 Qdpr 110391 36.226261 1.280758e-02 0.12568192
## 3116 Ccdc107 622404 35.576546 1.280125e-02 0.12650978
## 3117 2310033P09Rik 67862 24.439006 1.278351e-02 0.13768994
## 3118 Cactin 70312 33.905852 1.276296e-02 0.12967367
## 3119 Tmem63a 208795 19.769366 1.275833e-02 0.14678118
## 3120 Cnbp 12785 339.185205 1.273186e-02 0.07583092
## 3121 Spata5 57815 13.635364 1.272350e-02 0.15333505
## 3122 Parp12 243771 7.976804 1.272288e-02 0.17287847
## 3123 Babam1 68251 43.023809 1.272021e-02 0.12389131
## 3124 Armc8 74125 12.957988 1.271095e-02 0.15517940
## 3125 Cbx3 12417 37.356044 1.270823e-02 0.13266181
## 3126 Maz 17188 158.198967 1.270120e-02 0.08117301
## 3127 Acot9 56360 25.423781 1.268606e-02 0.13642485
## 3128 Sil1 81500 22.766763 1.268489e-02 0.14094950
## 3129 Gatad2a 234366 25.103351 1.267122e-02 0.13692427
## 3130 Tmem258 69038 199.807535 1.266960e-02 0.08907221
## 3131 4930427A07Rik <NA> 28.563991 1.266937e-02 0.14084021
## 3132 Zc3h18 76014 35.900335 1.266863e-02 0.12659024
## 3133 Ap2s1 232910 140.991650 1.261651e-02 0.09510568
## 3134 Vprbp <NA> 24.426654 1.261150e-02 0.13829685
## 3135 Eif4e 13684 36.551079 1.256811e-02 0.12594298
## 3136 Panx1 55991 47.351584 1.254426e-02 0.11927825
## 3137 Mir703 735265 119.843008 1.253317e-02 0.36937778
## 3138 Mettl14 210529 13.621926 1.252660e-02 0.15385866
## 3139 Nop16 28126 32.605213 1.252590e-02 0.13282768
## 3140 Gstcd 67553 13.287035 1.252204e-02 0.15477938
## 3141 Grwd1 101612 23.784770 1.251398e-02 0.13989713
## 3142 Uxt 22294 13.294898 1.251058e-02 0.15463359
## 3143 Fto 26383 24.085012 1.249396e-02 0.13930660
## 3144 Igsf9 93842 7.309611 1.248556e-02 0.17735635
## 3145 Rraga 68441 36.893337 1.248428e-02 0.12551505
## 3146 Noa1 56412 23.780839 1.246896e-02 0.14013076
## 3147 Sars2 71984 13.965181 1.245335e-02 0.15298276
## 3148 Coro1c 23790 26.758332 1.241628e-02 0.13495706
## 3149 Fasn 14104 25.308570 1.240874e-02 0.14563607
## 3150 Ormdl2 66844 14.955303 1.236002e-02 0.15090297
## 3151 Taco1 70207 14.961660 1.233301e-02 0.15084871
## 3152 Mapk11 19094 13.310672 1.231078e-02 0.15526821
## 3153 Sh3bp1 20401 18.128403 1.228180e-02 0.15259131
## 3154 Gkap1 56278 12.286803 1.227835e-02 0.15811187
## 3155 Peg13 353342 22.627693 1.226741e-02 0.15146001
## 3156 Sirt2 64383 27.423206 1.224389e-02 0.13417770
## 3157 Spg21 27965 34.212136 1.223051e-02 0.13126659
## 3158 Fam104a 28081 15.626818 1.223001e-02 0.14990060
## 3159 Dhx57 106794 15.617298 1.217498e-02 0.15010250
## 3160 Ccdc82 66396 15.280071 1.216411e-02 0.15094796
## 3161 Ninj1 18081 21.106220 1.216186e-02 0.14647906
## 3162 Ubr2 224826 27.759739 1.215284e-02 0.13437034
## 3163 Ubqln4 94232 25.102226 1.214743e-02 0.13851400
## 3164 Smarcb1 20587 81.406185 1.213531e-02 0.10339232
## 3165 Dnajc15 66148 35.255087 1.212352e-02 0.13189992
## 3166 Polr2b 231329 48.011850 1.212232e-02 0.11979408
## 3167 Apmap 71881 23.077413 1.211707e-02 0.14277888
## 3168 Ica1 15893 4.650177 1.210046e-02 0.20970821
## 3169 Ergic3 66366 75.266435 1.209468e-02 0.10279263
## 3170 Tmed2 56334 15.952221 1.208627e-02 0.14913111
## 3171 Xrn2 24128 72.959892 1.202764e-02 0.10495774
## 3172 Smim15 75616 69.601324 1.200716e-02 0.11099104
## 3173 Fcmr 69169 9.670405 1.200151e-02 0.18799882
## 3174 Zfp639 67778 16.621145 1.197872e-02 0.14815747
## 3175 Il10rb 16155 15.626443 1.197850e-02 0.15015684
## 3176 Polr2i 69920 26.074238 1.195685e-02 0.13760542
## 3177 Cd84 12523 14.307557 1.194884e-02 0.15399264
## 3178 Trim41 211007 15.962463 1.190100e-02 0.15011744
## 3179 Jun 16476 22.431148 1.186929e-02 0.14427829
## 3180 Pde12 211948 16.622712 1.186825e-02 0.14879944
## 3181 Smg9 71997 16.615830 1.185688e-02 0.14819879
## 3182 Lsm12 268490 28.431757 1.185127e-02 0.13356991
## 3183 Utp14a 72554 26.778508 1.183279e-02 0.13681628
## 3184 Ubl5 66177 71.251271 1.180867e-02 0.11110066
## 3185 Rbbp8 225182 14.607711 1.180796e-02 0.15360928
## 3186 Ube2l3 22195 49.327543 1.179244e-02 0.11984371
## 3187 Milr1 380732 30.235976 1.177199e-02 0.13939063
## 3188 Pef1 67898 29.409510 1.176563e-02 0.13259739
## 3189 Cul2 71745 16.612908 1.175985e-02 0.14852412
## 3190 Pcgf5 76073 15.952659 1.175399e-02 0.14996857
## 3191 Mrpl49 18120 36.539857 1.173664e-02 0.12976530
## 3192 Mtch2 56428 41.863072 1.173656e-02 0.12179773
## 3193 Cdk8 264064 16.287462 1.171800e-02 0.14932375
## 3194 Ucp2 22228 1762.258739 1.171456e-02 0.09613190
## 3195 Coq7 12850 30.205450 1.170820e-02 0.14025910
## 3196 2310022A10Rik 66367 16.942782 1.170801e-02 0.14801173
## 3197 Pdcd6 18570 43.550803 1.167889e-02 0.11931873
## 3198 Ddx3y 26900 13.300127 1.166711e-02 0.41677340
## 3199 Tnk2 51789 43.204670 1.162501e-02 0.12123177
## 3200 Chaf1b 110749 37.853389 1.161292e-02 0.12926447
## 3201 Dpcd 226162 17.611978 1.158724e-02 0.14691248
## 3202 Klhdc4 234825 29.738258 1.158542e-02 0.13235515
## 3203 Ubac2 68889 43.873873 1.157022e-02 0.13770138
## 3204 Kif1c 16562 12.950080 1.156355e-02 0.15822280
## 3205 Usf2 22282 30.417603 1.154946e-02 0.13194867
## 3206 Naa40 70999 30.738141 1.154672e-02 0.13121218
## 3207 Cstf2 108062 39.858495 1.151224e-02 0.12640907
## 3208 Rmdn3 67809 17.630160 1.151150e-02 0.14742274
## 3209 Snrk 20623 16.271673 1.138068e-02 0.15060361
## 3210 Yars 107271 29.751952 1.136248e-02 0.13344398
## 3211 U2af1l4 233073 32.730530 1.135842e-02 0.12866334
## 3212 Nkiras2 71966 19.608285 1.135553e-02 0.14343464
## 3213 B3galnt2 97884 18.291375 1.134843e-02 0.14604792
## 3214 Hsd17b10 15108 71.464995 1.130244e-02 0.10316583
## 3215 Hmgcr 15357 27.773390 1.128166e-02 0.13776227
## 3216 Ireb2 64602 32.732733 1.125856e-02 0.12870110
## 3217 Mrpl51 66493 20.271048 1.125047e-02 0.14247006
## 3218 Cyb5r1 72017 16.306034 1.124781e-02 0.15154006
## 3219 Gria2 14800 19.281257 1.124303e-02 0.14440172
## 3220 Nfkbib 18036 19.620066 1.118056e-02 0.14401245
## 3221 Mrps12 24030 32.734067 1.117551e-02 0.13055606
## 3222 Chmp6 208092 30.068329 1.116162e-02 0.13360106
## 3223 Fam129a <NA> 16.300161 1.114926e-02 0.15117490
## 3224 Ccny 67974 33.398177 1.113886e-02 0.12814147
## 3225 Smyd5 232187 17.955341 1.109742e-02 0.14738280
## 3226 Nup153 218210 34.742717 1.105501e-02 0.12679253
## 3227 Ppm1a 19042 34.067191 1.103872e-02 0.12779399
## 3228 G6pc3 68401 19.625596 1.103545e-02 0.14432811
## 3229 Acad11 102632 8.138716 1.100878e-02 0.16655493
## 3230 Wdr36 225348 35.072624 1.099438e-02 0.12611914
## 3231 Klhl2 77113 7.808767 1.098306e-02 0.16790475
## 3232 Uty 22290 4.489460 1.096960e-02 0.27853616
## 3233 Wdr26 226757 45.896492 1.096135e-02 0.12152981
## 3234 Tbce 70430 20.286010 1.095156e-02 0.14344545
## 3235 Reep3 28193 17.277601 1.094517e-02 0.14981191
## 3236 Ptpra 19262 29.062145 1.091809e-02 0.13668837
## 3237 Ppcdc 66812 8.153811 1.086194e-02 0.16727767
## 3238 Grhpr 76238 8.476713 1.084026e-02 0.16538302
## 3239 Klf6 23849 13.974835 1.078951e-02 0.15846218
## 3240 Pdcd7 50996 21.924977 1.076308e-02 0.14083974
## 3241 Ppm1f 68606 14.633550 1.073902e-02 0.15656009
## 3242 Mcur1 76137 8.810339 1.072814e-02 0.16457212
## 3243 B4gat1 108902 8.471530 1.070537e-02 0.16591695
## 3244 Lrba 80877 8.471530 1.070537e-02 0.16591695
## 3245 Gtpbp4 69237 48.883789 1.069571e-02 0.11744144
## 3246 Ttll4 67534 9.147732 1.069180e-02 0.16341742
## 3247 Alg10b 380959 20.279543 1.068500e-02 0.14515982
## 3248 Pidd1 57913 8.809768 1.066355e-02 0.16455019
## 3249 Mfsd5 106073 21.621463 1.066219e-02 0.14224282
## 3250 Sdf2 20316 37.405775 1.063745e-02 0.12549985
## 3251 Ufc1 66155 61.957537 1.058383e-02 0.11116439
## 3252 Stk11 20869 64.348782 1.056444e-02 0.10942989
## 3253 Dr1 13486 39.058230 1.055852e-02 0.12235273
## 3254 Ppp2r3c 59032 10.475006 1.055560e-02 0.15933587
## 3255 Glcci1 170772 7.956120 1.054096e-02 0.18006662
## 3256 S100a13 20196 34.380617 1.054078e-02 0.13030919
## 3257 Becn1 56208 79.118537 1.053883e-02 0.10101246
## 3258 Etfb 110826 114.906498 1.052892e-02 0.11531635
## 3259 Rer1 67830 52.830207 1.052196e-02 0.11349886
## 3260 Ankrd32 <NA> 10.133200 1.051307e-02 0.16038055
## 3261 Luzp1 269593 8.936461 1.050800e-02 0.19689162
## 3262 Fut8 53618 36.252698 1.050489e-02 0.13812510
## 3263 Mrps21 66292 138.737419 1.048007e-02 0.08891436
## 3264 Trp53i13 216964 37.043953 1.047844e-02 0.12641911
## 3265 Heatr5b 320473 10.801222 1.046678e-02 0.15841447
## 3266 Zfp672 319475 9.481085 1.045214e-02 0.16345972
## 3267 Dhodh 56749 9.477790 1.045091e-02 0.16278823
## 3268 Ddx19a 13680 24.258541 1.042455e-02 0.13747718
## 3269 Hist1h1c <NA> 9.806546 1.041580e-02 0.16229622
## 3270 Laptm4a 17775 65.005174 1.040773e-02 0.10906632
## 3271 Edf1 59022 156.874984 1.040661e-02 0.07884165
## 3272 Ccdc61 232933 9.463673 1.039575e-02 0.16308970
## 3273 Wars 22375 37.725821 1.038720e-02 0.12482855
## 3274 Dnajc17 69408 10.472612 1.038342e-02 0.15948987
## 3275 Fus 233908 303.864482 1.037737e-02 0.09445624
## 3276 Slc16a1 20501 75.292268 1.032674e-02 0.12124672
## 3277 Hmga2-ps1 15365 7.494616 1.032100e-02 0.17267052
## 3278 Bloc1s5 17828 11.131096 1.030442e-02 0.15801850
## 3279 Nutf2 68051 9.804425 1.028203e-02 0.16200044
## 3280 Ccdc58 381045 24.928838 1.027087e-02 0.13668946
## 3281 Nae1 234664 26.252421 1.025651e-02 0.13471083
## 3282 Spns1 73658 10.801056 1.024957e-02 0.15914491
## 3283 Magi3 99470 5.801011 1.024767e-02 0.18311233
## 3284 Herc6 67138 10.473756 1.023967e-02 0.16034658
## 3285 Chchd4 72170 22.618597 1.022909e-02 0.14126493
## 3286 Nif3l1 65102 11.464830 1.020991e-02 0.15711049
## 3287 Card6 239319 9.482094 1.020722e-02 0.16420847
## 3288 Filip1 70598 7.468377 1.019072e-02 0.17205126
## 3289 Mrpl38 60441 26.264957 1.018994e-02 0.13488143
## 3290 Med9 192191 10.130037 1.018194e-02 0.16135233
## 3291 Ckap5 75786 39.166133 1.017462e-02 0.13440134
## 3292 Fnta 14272 35.372402 1.015893e-02 0.13017648
## 3293 Rad54l2 81000 11.128778 1.015163e-02 0.15824550
## 3294 Slc39a6 106957 20.303321 1.014122e-02 0.14642247
## 3295 Mrpl1 94061 11.802884 1.013073e-02 0.15653052
## 3296 Pdia6 71853 188.566698 1.012916e-02 0.09147093
## 3297 Spast 50850 26.914448 1.008722e-02 0.13418813
## 3298 Atr 245000 11.800400 1.005530e-02 0.15648782
## 3299 Atp2a2 11938 80.119087 1.005033e-02 0.10322545
## 3300 Lsg1 224092 27.266453 1.003805e-02 0.13387201
## 3301 Mfsd1 66868 39.362587 1.003665e-02 0.12516971
## 3302 Tbc1d10b 68449 27.920765 1.003423e-02 0.13302459
## 3303 Cyp20a1 77951 11.808142 1.002258e-02 0.15694329
## 3304 Pmm2 54128 26.929633 1.001438e-02 0.13476348
## 3305 Ndufs6 407785 145.675204 9.994787e-03 0.08827628
## 3306 Zbtb14 22666 12.125258 9.958324e-03 0.15607822
## 3307 Aqr 11834 26.589350 9.939170e-03 0.13526661
## 3308 Gpd2 14571 9.466537 9.938697e-03 0.16422604
## 3309 Timm44 21856 44.373238 9.931181e-03 0.11807929
## 3310 Zmat2 66492 69.610468 9.928070e-03 0.10628644
## 3311 Nprl2 56032 12.461748 9.915040e-03 0.15507171
## 3312 Pdlim5 56376 13.132933 9.910815e-03 0.15346880
## 3313 Slmap 83997 24.581066 9.872274e-03 0.13978451
## 3314 Tab2 68652 55.831088 9.870551e-03 0.11408956
## 3315 Coq6 217707 13.126093 9.867190e-03 0.15353605
## 3316 Hadha 97212 58.136281 9.858926e-03 0.11165646
## 3317 Ptrh2 217057 12.460332 9.856115e-03 0.15522684
## 3318 Zfp180 210135 13.461225 9.850782e-03 0.15283673
## 3319 Cln5 211286 13.129166 9.839388e-03 0.15390238
## 3320 Wbscr16 <NA> 12.797559 9.838560e-03 0.15438534
## 3321 Nup188 227699 26.918563 9.838040e-03 0.13521178
## 3322 Mrps5 77721 27.912377 9.831592e-03 0.13342508
## 3323 Dhrs7b 216820 13.132767 9.828728e-03 0.15377294
## 3324 Selk <NA> 59.834229 9.820108e-03 0.11057912
## 3325 Srsf10 14105 57.523976 9.801867e-03 0.11257278
## 3326 Tmem101 76547 13.460489 9.797091e-03 0.15280247
## 3327 Spcs3 76687 73.918535 9.792337e-03 0.10363698
## 3328 Rpp25l 69961 26.591015 9.778301e-03 0.13762606
## 3329 Yif1b 77254 28.909174 9.772040e-03 0.13240272
## 3330 Cops3 26572 57.809468 9.746465e-03 0.11206448
## 3331 Pomt1 99011 11.802313 9.733572e-03 0.15773346
## 3332 Gnpda1 26384 13.456646 9.701762e-03 0.15320732
## 3333 Gstz1 14874 13.125357 9.694164e-03 0.15395515
## 3334 Tfpt 69714 14.123252 9.668084e-03 0.15162260
## 3335 Prpf40a 56194 61.152862 9.666246e-03 0.10778898
## 3336 Ap1g2 11766 25.280674 9.643609e-03 0.14075187
## 3337 Otud6b 72201 14.125513 9.635923e-03 0.15164295
## 3338 Gemin4 276919 12.134301 9.625314e-03 0.15687820
## 3339 Dync1li1 235661 30.239566 9.604734e-03 0.13076954
## 3340 0610009B22Rik 66050 13.458152 9.597233e-03 0.15355795
## 3341 Asl 109900 14.794196 9.589578e-03 0.15034800
## 3342 Hsd11b1 15483 9.482833 9.585484e-03 0.16659077
## 3343 Auh 11992 12.792270 9.569905e-03 0.15582912
## 3344 Nktr 18087 28.606505 9.562012e-03 0.13442315
## 3345 Anxa4 11746 11.133903 9.559698e-03 0.15983342
## 3346 Fkbp8 14232 119.973896 9.546116e-03 0.08705031
## 3347 Ecd 70601 29.916847 9.540973e-03 0.13217546
## 3348 Sra1 24068 30.579658 9.534776e-03 0.13016973
## 3349 Irf9 16391 34.779577 9.533547e-03 0.13656509
## 3350 Nupl1 71844 31.574345 9.533122e-03 0.12930724
## 3351 Atf7 223922 11.481670 9.511229e-03 0.16004123
## 3352 Sertad3 170742 12.800945 9.486843e-03 0.15628918
## 3353 Secisbp2 75420 11.815329 9.455171e-03 0.15892649
## 3354 Chmp4b 75608 93.084125 9.440628e-03 0.09618169
## 3355 Klhl5 71778 14.459667 9.434083e-03 0.15136857
## 3356 Lrrfip1 16978 51.852328 9.418797e-03 0.12177526
## 3357 Mapk9 26420 13.782183 9.410580e-03 0.15352326
## 3358 B4galt7 218271 13.139739 9.405364e-03 0.15605677
## 3359 Cept1 99712 15.462458 9.381532e-03 0.14982385
## 3360 Htatsf1 72459 30.905708 9.375287e-03 0.13046090
## 3361 Gemin2 66603 16.120568 9.362988e-03 0.14802207
## 3362 Zfp1 22640 11.134232 9.360174e-03 0.16066339
## 3363 Pfdn4 109054 30.896456 9.334559e-03 0.13196770
## 3364 Fam118b 109229 14.781603 9.333896e-03 0.15116965
## 3365 Elof1 66126 69.568338 9.316105e-03 0.11433350
## 3366 Sap25 751865 8.830946 9.313459e-03 0.16984145
## 3367 Hgs 15239 16.127166 9.308902e-03 0.14822567
## 3368 Rnf41 67588 14.802285 9.290018e-03 0.15175767
## 3369 Rbm17 76938 79.236179 9.271860e-03 0.10206694
## 3370 Ring1 19763 16.453547 9.261646e-03 0.14751229
## 3371 Rab6a 19346 32.576701 9.254549e-03 0.12902922
## 3372 Vamp2 22318 16.122919 9.190432e-03 0.14854986
## 3373 Qsox1 104009 16.450384 9.182370e-03 0.14771738
## 3374 Sfxn1 14057 60.505573 9.172407e-03 0.11365025
## 3375 Aasdhppt 67618 16.123839 9.114491e-03 0.14884356
## 3376 Wdr8 <NA> 16.780258 9.112905e-03 0.14738489
## 3377 Pacsin2 23970 32.925105 9.072633e-03 0.13000918
## 3378 Pnkp 59047 17.125227 9.061442e-03 0.14727684
## 3379 Aco2 11429 101.032218 9.059122e-03 0.09231345
## 3380 Eaf1 74427 31.578369 9.035784e-03 0.13240870
## 3381 Imp4 27993 33.580749 9.026279e-03 0.12811369
## 3382 Eif2s3y 26908 23.607255 9.025746e-03 0.43187982
## 3383 Acin1 56215 120.091001 9.021880e-03 0.10293565
## 3384 Cnot11 52846 16.450143 9.012827e-03 0.14834267
## 3385 Rbfa 68731 31.583413 9.011081e-03 0.13196126
## 3386 Galnt2 108148 14.449906 8.971263e-03 0.15317491
## 3387 Exoc4 20336 37.512649 8.965174e-03 0.14170525
## 3388 Dcakd 68087 15.784533 8.948622e-03 0.15022950
## 3389 Rad50 19360 18.448545 8.884453e-03 0.14451138
## 3390 Odf2 18286 36.218844 8.859947e-03 0.12557312
## 3391 Tmem39b 230770 15.458285 8.850671e-03 0.15215360
## 3392 Zfp53 24132 12.803764 8.850299e-03 0.15909889
## 3393 Pacs2 217893 18.443287 8.845094e-03 0.14467614
## 3394 Tbcc 72726 19.115812 8.829685e-03 0.14351322
## 3395 Tmem115 56395 18.775663 8.813969e-03 0.14427208
## 3396 Dhx30 72831 37.883274 8.801033e-03 0.12336234
## 3397 Ttc32 75516 16.442974 8.756957e-03 0.14929820
## 3398 Celf1 13046 38.229616 8.746126e-03 0.12297471
## 3399 Mrps27 218506 20.104791 8.682557e-03 0.14208966
## 3400 Cpsf3l <NA> 39.884927 8.667891e-03 0.12141139
## 3401 Pcmt1 18537 39.223548 8.660537e-03 0.12323916
## 3402 Pdk1 228026 16.787974 8.645234e-03 0.14898493
## 3403 Pelp1 75273 20.778070 8.625720e-03 0.14117004
## 3404 Dnajc2 22791 73.800415 8.614527e-03 0.10229962
## 3405 Myadm 50918 22.823362 8.579693e-03 0.15677917
## 3406 Nipa2 93790 21.436478 8.572402e-03 0.14046038
## 3407 Smpdl3a 57319 14.970165 8.556862e-03 0.16525633
## 3408 Cdc16 69957 35.876484 8.512641e-03 0.12800598
## 3409 Tmem30a 69981 50.982064 8.501188e-03 0.12092395
## 3410 Grsf1 231413 39.208517 8.498613e-03 0.12291057
## 3411 Mrpl50 28028 21.441603 8.495166e-03 0.14027294
## 3412 Med22 20933 20.785239 8.483634e-03 0.14221434
## 3413 Eif2d 16865 22.101427 8.469106e-03 0.13951985
## 3414 Fyn 14360 87.212882 8.449530e-03 0.10377068
## 3415 Dmap1 66233 19.762140 8.435413e-03 0.14404360
## 3416 Sephs2 20768 39.231417 8.419168e-03 0.12310289
## 3417 Dnttip2 99480 41.213592 8.417253e-03 0.12061245
## 3418 Tial1 21843 21.451275 8.405808e-03 0.14107704
## 3419 Eif4e2 26987 41.545214 8.394131e-03 0.12058315
## 3420 D2Wsu81e <NA> 20.774171 8.374792e-03 0.14212079
## 3421 Arpc1b 11867 250.153403 8.370585e-03 0.06697383
## 3422 Aurkaip1 66077 57.318986 8.370355e-03 0.11252713
## 3423 Pnkd 56695 22.424117 8.368685e-03 0.13966550
## 3424 Tomm22 223696 111.684886 8.361573e-03 0.08851149
## 3425 Cwc27 67285 19.771513 8.342029e-03 0.14416334
## 3426 Gnb2 14693 241.586163 8.341073e-03 0.06973464
## 3427 Surf2 20931 21.451803 8.315684e-03 0.14107017
## 3428 B3gat3 72727 21.117597 8.308870e-03 0.14306632
## 3429 Bdh1 71911 22.109320 8.263210e-03 0.14151003
## 3430 Ifi47 15953 49.677381 8.249160e-03 0.12534202
## 3431 Tle3 21887 55.344491 8.234610e-03 0.12174768
## 3432 Dis3 72662 22.108195 8.195883e-03 0.14107139
## 3433 Akt1s1 67605 20.464073 8.194512e-03 0.14388867
## 3434 Ptma 19231 899.850365 8.177584e-03 0.05838446
## 3435 Brap 72399 25.430811 8.095414e-03 0.13514548
## 3436 Dcaf11 28199 43.544456 8.054750e-03 0.12091077
## 3437 Sdha 66945 112.928489 8.044830e-03 0.09577428
## 3438 2310011J03Rik 66374 26.088723 8.039306e-03 0.13454098
## 3439 Dnajb12 56709 24.428426 7.997675e-03 0.13697452
## 3440 Mapk1ip1l 218975 24.425623 7.987141e-03 0.13808365
## 3441 Stk25 59041 25.094942 7.981137e-03 0.13604397
## 3442 Scrib 105782 24.764114 7.978033e-03 0.13731451
## 3443 Usp7 252870 87.102850 7.953868e-03 0.09762316
## 3444 Hnrnpu 51810 369.833427 7.941243e-03 0.06554228
## 3445 Nfx1 74164 25.771639 7.913705e-03 0.13561342
## 3446 Ywhaq 22630 46.517330 7.911709e-03 0.11724191
## 3447 Cep55 74107 22.887551 7.882703e-03 0.15149255
## 3448 Mid1ip1 68041 32.258408 7.876250e-03 0.13919883
## 3449 Pdcd6ip 18571 47.509548 7.846245e-03 0.11679299
## 3450 Mapkapk2 17164 86.054288 7.838730e-03 0.10070955
## 3451 Rab18 19330 27.425219 7.830071e-03 0.13312770
## 3452 Swi5 72931 175.271946 7.817164e-03 0.07827028
## 3453 Pcbp1 23983 284.583394 7.806426e-03 0.06902165
## 3454 Mrps9 69527 44.842883 7.804684e-03 0.12080850
## 3455 Gle1 74412 25.084260 7.776004e-03 0.13736093
## 3456 Ints9 210925 26.410161 7.760168e-03 0.13620290
## 3457 Plekhf2 71801 39.230372 7.752303e-03 0.12996659
## 3458 Actr1b 226977 28.087651 7.751163e-03 0.13261106
## 3459 Arl3 56350 24.083774 7.743253e-03 0.13911750
## 3460 Map2k5 23938 27.409780 7.739070e-03 0.13364647
## 3461 Mdh1 17449 114.250158 7.730040e-03 0.09957685
## 3462 AI506816 433855 20.801499 7.704652e-03 0.14540058
## 3463 Prdx4 53381 91.788247 7.682474e-03 0.11151840
## 3464 Golga7 57437 51.201117 7.652456e-03 0.11341749
## 3465 Triap1 69076 29.082310 7.603326e-03 0.13181177
## 3466 Ide 15925 37.536986 7.567565e-03 0.13151301
## 3467 Ndufs5 595136 33.573868 7.547033e-03 0.13908528
## 3468 Apobec3 80287 27.443957 7.538869e-03 0.13640022
## 3469 Slc29a3 71279 6.990286 7.538568e-03 0.17161801
## 3470 Ptpn11 19247 29.736067 7.532621e-03 0.13109384
## 3471 Pcp4l1 66425 34.467379 7.526938e-03 0.17069367
## 3472 Apex2 77622 8.976831 7.499084e-03 0.16310691
## 3473 Cnppd1 69171 30.097966 7.491355e-03 0.13191262
## 3474 Ipo4 75751 21.130532 7.489943e-03 0.14630330
## 3475 Ttc1 66827 31.733606 7.471744e-03 0.12895796
## 3476 Rnf11 29864 21.450942 7.464835e-03 0.14647745
## 3477 Isoc2a 664994 31.410919 7.445127e-03 0.12944787
## 3478 Tspan5 56224 8.979587 7.416079e-03 0.16350591
## 3479 Erc1 111173 10.137630 7.413507e-03 0.17278430
## 3480 Dtnbp1 94245 27.073816 7.399161e-03 0.13657471
## 3481 Ddx23 74351 55.177222 7.398103e-03 0.11093430
## 3482 Erich1 234086 9.303817 7.340924e-03 0.16205724
## 3483 Med10 28077 132.003144 7.335863e-03 0.10366662
## 3484 Arl10 56795 5.664650 7.329449e-03 0.18220843
## 3485 Msh3 17686 9.973749 7.327974e-03 0.16020399
## 3486 Pcgf3 69587 9.639387 7.321698e-03 0.16075430
## 3487 Mzt1 76789 34.390268 7.259420e-03 0.12654083
## 3488 Tsn 22099 56.483389 7.259017e-03 0.11098341
## 3489 Prkci 18759 9.301994 7.257349e-03 0.16217624
## 3490 Selo <NA> 10.636679 7.255417e-03 0.15853185
## 3491 Tmem128 66309 31.386509 7.255195e-03 0.13184366
## 3492 Ccdc28a 215814 9.648137 7.250525e-03 0.16147159
## 3493 Zfp944 319615 10.640279 7.244791e-03 0.15835215
## 3494 Sos2 20663 10.638698 7.229089e-03 0.15833288
## 3495 Hus1 15574 9.632788 7.218091e-03 0.16130706
## 3496 Mon1a 72825 10.969734 7.185532e-03 0.15781479
## 3497 0610010K14Rik 104457 62.271690 7.176888e-03 0.11922627
## 3498 Skp2 27401 10.633020 7.159981e-03 0.15866955
## 3499 Mier2 70427 9.977426 7.151054e-03 0.16102164
## 3500 Rbm43 71684 35.737458 7.145717e-03 0.12474515
## 3501 Smndc1 76479 35.401665 7.145717e-03 0.12485377
## 3502 Fastkd2 75619 10.970096 7.143153e-03 0.15742528
## 3503 Lrrc8b 433926 7.634462 7.118695e-03 0.16979807
## 3504 Dolpp1 57170 11.633101 7.115824e-03 0.15588814
## 3505 Sema4d 20354 27.766908 7.115153e-03 0.13723308
## 3506 Tmem176b 65963 109.122239 7.097070e-03 0.10163197
## 3507 Tbl1xr1 81004 10.299153 7.095675e-03 0.15958007
## 3508 Cherp 27967 35.728451 7.088858e-03 0.12506248
## 3509 Pde7a 18583 10.305718 7.087444e-03 0.16032051
## 3510 Vcp 269523 81.918086 7.071818e-03 0.09775855
## 3511 Mvk 17855 10.302977 7.037914e-03 0.16022840
## 3512 Rad17 19356 11.967992 7.023159e-03 0.15544265
## 3513 Trmt11 73681 9.302673 7.006280e-03 0.16316415
## 3514 Tsc22d1 21807 42.633014 7.005368e-03 0.16681852
## 3515 Umad1 100036521 11.292032 6.998801e-03 0.15747215
## 3516 Pms2 18861 11.967255 6.995875e-03 0.15525144
## 3517 Alg9 102580 11.960898 6.986273e-03 0.15553836
## 3518 Mrps17 66258 36.056943 6.972464e-03 0.12491081
## 3519 Siah2 20439 10.301489 6.967143e-03 0.16025814
## 3520 Nfatc2ip 18020 11.297728 6.965966e-03 0.15724853
## 3521 Acox1 11430 10.629782 6.964668e-03 0.15928906
## 3522 Tcea1 21399 36.733310 6.964330e-03 0.12418853
## 3523 Chp1 56398 38.065161 6.954806e-03 0.12306354
## 3524 Mrpl41 107733 11.630028 6.951918e-03 0.15638351
## 3525 Zmiz2 52915 36.082609 6.914949e-03 0.12692337
## 3526 Aaed1 <NA> 10.304677 6.904137e-03 0.16214381
## 3527 Tstd3 77032 11.957958 6.889871e-03 0.15645346
## 3528 Chka 12660 12.297809 6.888574e-03 0.15481887
## 3529 Poli 26447 12.635201 6.874738e-03 0.15404910
## 3530 Prkrip1 66801 13.293189 6.861452e-03 0.15282017
## 3531 Tnip1 57783 12.966567 6.849606e-03 0.15374059
## 3532 Pik3r2 18709 12.296393 6.842765e-03 0.15497786
## 3533 5031439G07Rik 223739 37.729754 6.840346e-03 0.12530988
## 3534 Kat2a 14534 33.098716 6.840012e-03 0.13051931
## 3535 Nedd1 17997 12.291210 6.822290e-03 0.15522704
## 3536 Cd3eap 70333 10.320605 6.807998e-03 0.16117982
## 3537 Ccdc132 <NA> 13.625838 6.807194e-03 0.15202617
## 3538 Cltc 67300 110.695630 6.806321e-03 0.08799077
## 3539 Zfand5 22682 12.638364 6.787503e-03 0.15473323
## 3540 Bcl7c 12055 36.046592 6.781922e-03 0.12680510
## 3541 Tmem201 230917 12.629358 6.765156e-03 0.15463012
## 3542 Bcl2l11 12125 11.639566 6.753816e-03 0.15698915
## 3543 Tmco4 77056 13.620580 6.730744e-03 0.15242450
## 3544 Rngtt 24018 13.623006 6.726105e-03 0.15231014
## 3545 Ubxn8 108159 12.953974 6.704569e-03 0.15421754
## 3546 Bmyc 107771 13.305484 6.704344e-03 0.15326042
## 3547 Ldlrad3 241576 11.302820 6.695605e-03 0.15870719
## 3548 B4galt3 57370 12.971858 6.681048e-03 0.15396197
## 3549 Lsm14a 67070 92.215676 6.675606e-03 0.09391207
## 3550 Vps37b 330192 12.958462 6.673450e-03 0.15486089
## 3551 Dph1 116905 12.634299 6.668588e-03 0.15483572
## 3552 Btaf1 107182 13.966997 6.663910e-03 0.15185119
## 3553 Slc35a1 24060 11.952477 6.661737e-03 0.15704893
## 3554 Ext1 14042 12.295458 6.658817e-03 0.15639704
## 3555 Nup155 170762 13.960067 6.652789e-03 0.15194215
## 3556 Thoc3 73666 36.372476 6.647708e-03 0.12743334
## 3557 Tab1 66513 15.288682 6.641636e-03 0.14905734
## 3558 Elp2 58523 40.064713 6.633466e-03 0.12192793
## 3559 Ppp6r2 71474 14.626489 6.622799e-03 0.15098240
## 3560 Pex16 18633 13.621259 6.614666e-03 0.15284109
## 3561 Mad2l2 71890 14.619155 6.610688e-03 0.15074910
## 3562 Lbr 98386 165.487892 6.586419e-03 0.08170552
## 3563 Polr3gl 69870 14.959303 6.565304e-03 0.15029871
## 3564 Ctdspl 69274 14.109939 6.564270e-03 0.16489907
## 3565 1810037I17Rik 67704 39.385631 6.547875e-03 0.12476639
## 3566 Synj2bp-cox16 <NA> 13.282933 6.525571e-03 0.15443332
## 3567 Akip1 57373 15.956190 6.522078e-03 0.14872603
## 3568 Tm7sf3 67623 15.281347 6.519491e-03 0.14951063
## 3569 Ppp1r37 232947 15.298957 6.518100e-03 0.14971937
## 3570 Tob1 22057 8.644382 6.515887e-03 0.16896729
## 3571 Hdac6 15185 14.618418 6.515437e-03 0.15097236
## 3572 Dock1 330662 6.301359 6.514124e-03 0.18009013
## 3573 Ampd3 11717 10.648866 6.507322e-03 0.16247742
## 3574 Rrp8 101867 15.630596 6.506956e-03 0.14887980
## 3575 Mrpl57 67840 15.960787 6.494375e-03 0.14877754
## 3576 Opa3 403187 16.286248 6.492623e-03 0.14791523
## 3577 D8Ertd82e <NA> 7.655748 6.489231e-03 0.17348647
## 3578 Mmgt1 236792 14.947872 6.466247e-03 0.15069490
## 3579 Utp20 70683 12.970186 6.461935e-03 0.15527561
## 3580 Lztr1 66863 17.281660 6.461439e-03 0.14577218
## 3581 Gimap8 243374 18.799929 6.453332e-03 0.15740330
## 3582 Coq5 52064 16.950790 6.437067e-03 0.14635184
## 3583 Ctc1 68964 13.282450 6.435454e-03 0.15456517
## 3584 Pstk 214580 10.288142 6.410646e-03 0.16293745
## 3585 Eif1a 13664 35.441770 6.384726e-03 0.13170753
## 3586 Rnasel 24014 15.631423 6.383383e-03 0.14985373
## 3587 Tmem33 67878 17.953448 6.373666e-03 0.14487289
## 3588 Inpp5b 16330 17.945193 6.351460e-03 0.14476494
## 3589 3300005D01Rik 78512 6.340903 6.346636e-03 0.18235343
## 3590 Mmgt2 216829 18.611029 6.340060e-03 0.14399731
## 3591 Rpp14 67053 17.955468 6.317122e-03 0.14489189
## 3592 Dusp7 235584 48.694893 6.306248e-03 0.11597402
## 3593 Ogfr 72075 48.024508 6.304258e-03 0.11486663
## 3594 Cwf19l2 244672 17.942196 6.272567e-03 0.14511026
## 3595 Ciapin1 109006 19.608113 6.262115e-03 0.14229746
## 3596 Fars2 69955 18.605201 6.258296e-03 0.14416981
## 3597 Puf60 67959 104.531664 6.236404e-03 0.08953216
## 3598 Nip7 66164 17.959310 6.231171e-03 0.14545154
## 3599 Cdc23 52563 19.608958 6.225694e-03 0.14229614
## 3600 Mff 75734 47.683149 6.223631e-03 0.11783445
## 3601 Rbm25 67039 73.490012 6.220459e-03 0.10355450
## 3602 Papd4 <NA> 18.950861 6.199756e-03 0.14399658
## 3603 Spcs1 69019 76.105137 6.196491e-03 0.11081956
## 3604 Msantd4 78100 18.938015 6.191409e-03 0.14371300
## 3605 Kin 16588 19.615315 6.178345e-03 0.14238307
## 3606 Commd5 66398 17.959051 6.173093e-03 0.14611627
## 3607 Sec13 110379 76.762697 6.146236e-03 0.10362448
## 3608 Sppl2a 66552 20.273741 6.141180e-03 0.14135249
## 3609 Tada1 27878 19.269063 6.137632e-03 0.14352112
## 3610 Topors 106021 19.942946 6.127660e-03 0.14199459
## 3611 Pphln1 223828 18.957644 6.120161e-03 0.14407444
## 3612 Bri3 55950 20.605933 6.118277e-03 0.14161314
## 3613 Plin2 11520 20.605933 6.118277e-03 0.14161314
## 3614 Mfsd10 68294 19.618958 6.101712e-03 0.14379826
## 3615 Pin4 69713 16.284033 6.092020e-03 0.14965096
## 3616 4933439C10Rik 74476 31.120333 6.084739e-03 0.14206098
## 3617 Tcerg1 56070 47.707623 6.077270e-03 0.11702362
## 3618 Rnh1 107702 48.336921 6.076265e-03 0.11841350
## 3619 Cyth4 72318 30.135190 6.064087e-03 0.14369311
## 3620 Zranb2 53861 53.671017 6.039462e-03 0.11255123
## 3621 Dennd4a 102442 32.431701 6.037161e-03 0.14005819
## 3622 2610001J05Rik <NA> 21.264468 6.013659e-03 0.14048807
## 3623 Trappc1 245828 45.332791 6.009933e-03 0.12227736
## 3624 Pgrmc2 70804 21.929790 6.008212e-03 0.14019288
## 3625 Tagap1 380608 14.980335 5.983875e-03 0.15412567
## 3626 Arl1 104303 65.099271 5.956384e-03 0.11590379
## 3627 Utp6 216987 22.936156 5.924268e-03 0.13845944
## 3628 Cnep1r1 382030 20.591098 5.917457e-03 0.14250495
## 3629 Zdhhc16 74168 23.596508 5.915529e-03 0.13718893
## 3630 Manbal 69161 19.941214 5.909099e-03 0.14316006
## 3631 Tpm4 326618 109.540642 5.899269e-03 0.10491072
## 3632 Emc4 68032 22.267323 5.895450e-03 0.13909038
## 3633 Sapcd1 78376 9.330766 5.891751e-03 0.17059107
## 3634 Ints5 109077 22.270079 5.891385e-03 0.13912807
## 3635 R3hdm1 226412 22.606056 5.883751e-03 0.13853958
## 3636 Mrpl39 27393 21.935607 5.879088e-03 0.13979401
## 3637 Man2c1 73744 21.261139 5.876850e-03 0.14136137
## 3638 Capza2 12343 137.882799 5.861137e-03 0.08474440
## 3639 Arhgap1 228359 25.260273 5.837532e-03 0.13498520
## 3640 Xrcc6bp1 <NA> 13.624561 5.836150e-03 0.15643561
## 3641 Adprhl2 <NA> 23.595606 5.800320e-03 0.13779250
## 3642 Gm5801 545056 25.591671 5.775697e-03 0.13457167
## 3643 Usp3 235441 23.281952 5.768147e-03 0.14017179
## 3644 Arid1b 239985 26.250909 5.765711e-03 0.13422871
## 3645 Fam120a 218236 80.108438 5.763638e-03 0.10225141
## 3646 Rinl 320435 14.309838 5.759013e-03 0.15815486
## 3647 Snx12 55988 24.919113 5.750690e-03 0.13664158
## 3648 Adar 56417 24.943082 5.736887e-03 0.13656629
## 3649 Cdkn2c 12580 47.966546 5.726671e-03 0.12613350
## 3650 Smad1 17125 10.955623 5.685926e-03 0.16423914
## 3651 Abca1 11303 9.301313 5.653170e-03 0.17170832
## 3652 Rab14 68365 54.987977 5.606884e-03 0.11479695
## 3653 Suz12 52615 60.624691 5.602086e-03 0.11034891
## 3654 Trmt6 66926 23.930034 5.574871e-03 0.13813423
## 3655 Dld 13382 62.299261 5.572276e-03 0.10744305
## 3656 Zdhhc6 66980 29.907501 5.559562e-03 0.12993973
## 3657 Map3k4 26407 27.240582 5.552293e-03 0.13382473
## 3658 Ensa 56205 65.970821 5.528686e-03 0.10561328
## 3659 Dkkl1 50722 25.593292 5.521647e-03 0.13855919
## 3660 1110038F14Rik 117171 30.914935 5.504181e-03 0.12879634
## 3661 Sec61a1 53421 68.285750 5.492866e-03 0.10344278
## 3662 Spsb4 211949 22.902226 5.437915e-03 0.14362003
## 3663 Clptm1 56457 30.574379 5.435628e-03 0.12976678
## 3664 Tcf7l1 21415 6.964065 5.428645e-03 0.18334400
## 3665 Rbck1 24105 94.434059 5.423125e-03 0.09638166
## 3666 Ewsr1 14030 204.363705 5.406600e-03 0.07761884
## 3667 Cpsf4 54188 30.573974 5.402996e-03 0.12968347
## 3668 Zfp422 67255 26.239325 5.379647e-03 0.13753192
## 3669 Arrdc1 215705 31.925499 5.371141e-03 0.13015094
## 3670 Cndp2 66054 30.900171 5.361336e-03 0.12999722
## 3671 Hectd1 207304 33.580030 5.344464e-03 0.12682491
## 3672 Irgm1 15944 52.045862 5.305980e-03 0.12479078
## 3673 Rabl6 227624 29.580099 5.300534e-03 0.13160133
## 3674 Med4 67381 35.221631 5.293336e-03 0.12645548
## 3675 Cpsf6 432508 33.901592 5.268921e-03 0.12627755
## 3676 Snord15a 449630 8.050373 5.250948e-03 0.39933214
## 3677 Ube2g2 22213 34.890058 5.246489e-03 0.12536524
## 3678 Glul 14645 91.351455 5.241454e-03 0.10584332
## 3679 Glrx3 30926 34.245253 5.217463e-03 0.12628267
## 3680 Nacc1 66830 34.231725 5.217436e-03 0.12638589
## 3681 Klc1 16593 33.887145 5.212797e-03 0.12704912
## 3682 Art4 109978 13.305369 5.177379e-03 0.16558427
## 3683 Aifm1 26926 33.221219 5.158778e-03 0.12826111
## 3684 Phgdh 236539 57.010472 5.149106e-03 0.11863569
## 3685 Tex261 21766 38.213051 5.144098e-03 0.12318701
## 3686 Sys1 66460 37.545601 5.117524e-03 0.12483877
## 3687 Iscu 66383 38.887097 5.094754e-03 0.12274452
## 3688 Cdk6 12571 25.272990 5.090255e-03 0.14153259
## 3689 Ptpn2 19255 39.222507 5.084263e-03 0.12170008
## 3690 Ino80e 233875 36.239089 5.079897e-03 0.12459241
## 3691 Lars 107045 34.913048 5.061220e-03 0.12684188
## 3692 Ppp1cb 19046 140.350598 5.048767e-03 0.08781883
## 3693 Ncf2 17970 29.933122 5.024926e-03 0.13659103
## 3694 6030458C11Rik 77877 22.972132 5.021901e-03 0.14664706
## 3695 Mapre1 13589 34.877389 5.004559e-03 0.12787949
## 3696 Dpm2 13481 41.528498 4.972278e-03 0.12050257
## 3697 Utp11l <NA> 43.884918 4.929990e-03 0.11832073
## 3698 Wdr77 70465 29.602007 4.928049e-03 0.13484487
## 3699 Uck2 80914 55.707773 4.878295e-03 0.12292922
## 3700 Ogdh 18293 43.191451 4.866507e-03 0.11922556
## 3701 Sucla2 20916 44.510244 4.864901e-03 0.12011373
## 3702 Dctn5 59288 48.850734 4.830253e-03 0.11438031
## 3703 Esd 13885 48.841272 4.821333e-03 0.11582001
## 3704 Wbp2 22378 39.214909 4.809399e-03 0.12598545
## 3705 Capns1 12336 128.272116 4.807759e-03 0.08771853
## 3706 Rpf1 70285 43.537615 4.798258e-03 0.11986622
## 3707 Mtpn 14489 94.553858 4.785677e-03 0.09200007
## 3708 H2-T22 15039 27.584044 4.755018e-03 0.14236246
## 3709 Ngdn 68966 50.196309 4.721417e-03 0.11864837
## 3710 Rps6ka1 20111 39.560873 4.716378e-03 0.12833376
## 3711 Dpm3 68563 50.838666 4.663176e-03 0.11342217
## 3712 Golph3 66629 53.523975 4.646796e-03 0.11415072
## 3713 Mpdu1 24070 47.168561 4.643777e-03 0.11836120
## 3714 Uba1 22201 136.224903 4.639800e-03 0.08315760
## 3715 Tmem50a 71817 102.875475 4.639308e-03 0.09211518
## 3716 Strap 20901 97.543414 4.577910e-03 0.09237996
## 3717 Otub1 107260 56.160107 4.523196e-03 0.10974937
## 3718 Cbx1 12412 91.523734 4.520943e-03 0.10102724
## 3719 Lbh 77889 101.780759 4.509345e-03 0.12836622
## 3720 Gm12238 100303747 12.726328 4.480279e-03 0.43068413
## 3721 Wbp11 60321 56.154112 4.464600e-03 0.11038831
## 3722 Tmem234 76799 62.165022 4.417700e-03 0.10918826
## 3723 Tm9sf2 68059 56.491442 4.403937e-03 0.11469830
## 3724 Frg1 14300 113.181664 4.358445e-03 0.09095584
## 3725 H2-T9 15051 32.219238 4.349176e-03 0.13882760
## 3726 Abce1 24015 69.168118 4.109426e-03 0.10497386
## 3727 Rnf214 235315 10.134851 4.057723e-03 0.15906581
## 3728 Mfn1 67414 9.468924 4.032730e-03 0.16076879
## 3729 Wdr53 68980 10.801216 4.016624e-03 0.15732565
## 3730 Cep104 230967 10.136870 4.014126e-03 0.15887096
## 3731 Hspb11 72938 10.134743 3.977608e-03 0.16082921
## 3732 Sergef 27414 10.135455 3.975388e-03 0.15906521
## 3733 Timmdc1 76916 11.135611 3.972972e-03 0.15659919
## 3734 Faap24 101831 10.137036 3.972609e-03 0.15926863
## 3735 Cnih4 98417 10.466083 3.971409e-03 0.15830877
## 3736 Fbxo42 213499 11.469162 3.968170e-03 0.15595455
## 3737 Vars2 68915 10.139131 3.960182e-03 0.15910235
## 3738 Zfp942 73233 11.466406 3.952642e-03 0.15609886
## 3739 Apba3 57267 12.465717 3.943785e-03 0.15441032
## 3740 Slc33a1 11416 10.464668 3.932978e-03 0.15850498
## 3741 Dtwd1 69185 10.803642 3.929364e-03 0.15789828
## 3742 BC017158 <NA> 11.804973 3.929028e-03 0.15540412
## 3743 Fam149b 105428 11.791776 3.921329e-03 0.15563503
## 3744 Zfp800 627049 10.807980 3.920968e-03 0.15815931
## 3745 Supt4a 20922 82.062532 3.913840e-03 0.09935617
## 3746 AB124611 382062 94.042511 3.912150e-03 0.10087879
## 3747 Rell1 100532 11.461148 3.909790e-03 0.15643059
## 3748 Ndufaf6 76947 11.134525 3.903914e-03 0.15733582
## 3749 Cog1 16834 13.129084 3.903644e-03 0.15267667
## 3750 Tti1 75425 12.132604 3.902076e-03 0.15466270
## 3751 Pdhx 27402 12.127753 3.901096e-03 0.15495048
## 3752 Klc4 74764 13.132926 3.891325e-03 0.15271928
## 3753 Acbd5 74159 11.137631 3.887708e-03 0.15680832
## 3754 Dph3 105638 13.797272 3.873054e-03 0.15178823
## 3755 Sclt1 67161 8.797061 3.871422e-03 0.16422923
## 3756 Tomm40l 641376 10.795221 3.869981e-03 0.15802018
## 3757 Hmgxb4 70823 12.791196 3.869263e-03 0.15342101
## 3758 Peo1 <NA> 10.142732 3.868003e-03 0.15953084
## 3759 Sf3b2 319322 143.055043 3.865690e-03 0.08284361
## 3760 Mettl4 76781 10.798625 3.865675e-03 0.15875860
## 3761 Atm 11920 12.796213 3.854413e-03 0.15331008
## 3762 Tprn 97031 10.812906 3.846115e-03 0.15890619
## 3763 Lin9 72568 11.125850 3.841542e-03 0.15756372
## 3764 Rps6ka4 56613 12.794797 3.840023e-03 0.15329317
## 3765 Dhdds 67422 14.791268 3.835889e-03 0.14963089
## 3766 Zfpl1 81909 15.123402 3.828342e-03 0.14905359
## 3767 Epm2aip1 77781 10.809338 3.826523e-03 0.15816593
## 3768 Tmem29 382245 9.463711 3.816668e-03 0.16419453
## 3769 Acvr1b 11479 8.820004 3.816253e-03 0.16552454
## 3770 Agk 69923 11.797397 3.814993e-03 0.15564924
## 3771 Ndufaf1 69702 14.457642 3.809006e-03 0.15009881
## 3772 Haus6 230376 14.120324 3.807136e-03 0.15104459
## 3773 Map1s 270058 14.465972 3.801343e-03 0.15094119
## 3774 Mtr 238505 13.791956 3.801124e-03 0.15139337
## 3775 Zbtb25 109929 12.469426 3.796677e-03 0.15442224
## 3776 Malt1 240354 11.803226 3.795512e-03 0.15650280
## 3777 Wdyhv1 76773 16.784982 3.794671e-03 0.14684405
## 3778 Znfx1 98999 10.481764 3.794665e-03 0.16062004
## 3779 Aar2 68295 12.462587 3.794572e-03 0.15418304
## 3780 Thoc1 225160 14.793453 3.792347e-03 0.14950490
## 3781 C030006K11Rik 223665 10.139735 3.792161e-03 0.15989344
## 3782 Tsen54 76265 14.468894 3.784422e-03 0.15114813
## 3783 Zfp771 244216 15.795266 3.781721e-03 0.14843601
## 3784 Cecr5 <NA> 16.451190 3.775053e-03 0.14714670
## 3785 2010012O05Rik <NA> 9.129875 3.773338e-03 0.16360101
## 3786 Dnajc24 99349 14.456467 3.772813e-03 0.15066998
## 3787 Spen 56381 11.138310 3.764646e-03 0.15753666
## 3788 Arf4 11843 94.393273 3.763319e-03 0.10631984
## 3789 Rnf157 217340 15.449147 3.757270e-03 0.15103686
## 3790 Casp8ap2 26885 14.449537 3.755765e-03 0.15089253
## 3791 Fubp3 320267 14.785273 3.751878e-03 0.14983889
## 3792 Bbip1 100503572 14.783178 3.750222e-03 0.15014964
## 3793 A930005H10Rik 68161 15.791094 3.745297e-03 0.14867612
## 3794 Tyk2 54721 16.116148 3.741770e-03 0.14746554
## 3795 2310009B15Rik 69549 13.456311 3.741709e-03 0.15283955
## 3796 Mocs2 17434 14.451704 3.737027e-03 0.15124922
## 3797 Slc35c1 228368 16.126499 3.732241e-03 0.14772301
## 3798 Cog4 102339 17.111801 3.716580e-03 0.14596906
## 3799 Erlin2 244373 11.794400 3.715105e-03 0.15628332
## 3800 Xpa 22590 19.441252 3.702912e-03 0.14230850
## 3801 Susd3 66329 8.487992 3.698673e-03 0.16602633
## 3802 Naf1 234344 11.472871 3.684756e-03 0.15723933
## 3803 Ccnc 51813 14.782683 3.684056e-03 0.15059739
## 3804 Pknox1 18771 19.109041 3.683884e-03 0.14274173
## 3805 Cops7b 26895 14.455323 3.682636e-03 0.15065021
## 3806 Nit2 52633 17.790188 3.680028e-03 0.14497731
## 3807 Polr3b 70428 18.783671 3.676939e-03 0.14331461
## 3808 Zfp410 52708 21.431969 3.667877e-03 0.13986710
## 3809 Senp2 75826 20.448006 3.666660e-03 0.14137653
## 3810 Rpap3 71919 19.773296 3.652748e-03 0.14277995
## 3811 Csde1 229663 99.036081 3.647735e-03 0.09131133
## 3812 Ago2 239528 19.122687 3.644528e-03 0.14533060
## 3813 Pdpk1 18607 22.765271 3.602904e-03 0.13865001
## 3814 Lias 79464 21.763126 3.584987e-03 0.13945777
## 3815 Lrrc45 217366 14.465674 3.583426e-03 0.15187071
## 3816 Rps6kb2 58988 13.458844 3.583406e-03 0.15340634
## 3817 Abcb7 11306 20.434677 3.578638e-03 0.14119200
## 3818 Metap1 75624 24.097339 3.576484e-03 0.13616384
## 3819 Pus10 74467 17.457241 3.568710e-03 0.14590454
## 3820 Pop4 66161 14.111993 3.561958e-03 0.15291013
## 3821 St3gal1 20442 24.106056 3.561431e-03 0.13887024
## 3822 Rrp12 107094 12.144328 3.552289e-03 0.15676593
## 3823 Arhgap21 71435 15.449651 3.544382e-03 0.14980280
## 3824 1600020E01Rik 72012 13.811902 3.541766e-03 0.15455672
## 3825 Spg7 234847 27.752150 3.541369e-03 0.13239364
## 3826 Dhx40 67487 27.096797 3.533448e-03 0.13427649
## 3827 Nrf1 18181 24.414016 3.529107e-03 0.13696826
## 3828 Nudt2 66401 16.110833 3.527226e-03 0.14875061
## 3829 Gde1 56209 30.411221 3.526072e-03 0.13002746
## 3830 Polh 80905 29.402522 3.516546e-03 0.13240416
## 3831 Tmem11 216821 28.421424 3.515634e-03 0.13223769
## 3832 Sik3 70661 13.777012 3.514197e-03 0.15439373
## 3833 Crnkl1 66877 28.082133 3.511995e-03 0.13150746
## 3834 Nr3c1 14815 17.436931 3.511894e-03 0.14757719
## 3835 Fam21 <NA> 24.776130 3.507097e-03 0.13675077
## 3836 Mpv17l2 234384 19.113272 3.505807e-03 0.14617237
## 3837 Rtcb 28088 114.042366 3.505490e-03 0.08770183
## 3838 Wipi2 74781 26.431051 3.502386e-03 0.13425236
## 3839 Il33 77125 9.487238 3.498622e-03 0.16849370
## 3840 Ube2k 53323 23.755367 3.494809e-03 0.13715806
## 3841 Relt 320100 10.821360 3.494704e-03 0.16143654
## 3842 Zfp622 52521 28.098625 3.493188e-03 0.13389456
## 3843 Smim8 66291 17.766400 3.492860e-03 0.14693766
## 3844 Stat5b 20851 22.436843 3.489663e-03 0.13932700
## 3845 Map3k7 26409 23.093944 3.486500e-03 0.13784204
## 3846 Slc9a7 236727 12.128488 3.478151e-03 0.16008457
## 3847 Chkb 12651 21.127884 3.472397e-03 0.14332513
## 3848 Polr1a 20019 16.140374 3.451472e-03 0.15034657
## 3849 Snx25 102141 23.750604 3.446616e-03 0.13813021
## 3850 Ccnh 66671 27.079806 3.438445e-03 0.13371297
## 3851 Crbn 58799 18.432930 3.432888e-03 0.14634362
## 3852 Wbscr22 <NA> 28.756861 3.409329e-03 0.13141622
## 3853 Tex30 75623 32.726693 3.395951e-03 0.12752433
## 3854 Kpna3 16648 34.725321 3.385012e-03 0.12701064
## 3855 Msto1 229524 18.446990 3.380053e-03 0.14557215
## 3856 Med14 26896 20.756631 3.378661e-03 0.14319111
## 3857 Nf2 18016 25.758393 3.374254e-03 0.13498633
## 3858 1810032O08Rik <NA> 20.466131 3.362399e-03 0.14516205
## 3859 Aggf1 66549 33.727124 3.352304e-03 0.12627280
## 3860 Drg2 13495 33.389731 3.327318e-03 0.12703907
## 3861 Bms1 213895 34.071628 3.319978e-03 0.12597679
## 3862 Tfg 21787 42.361521 3.311637e-03 0.12021860
## 3863 Ube2r2 67615 45.376768 3.297577e-03 0.11911216
## 3864 Arhgap27 544817 27.745791 3.296141e-03 0.13744893
## 3865 Zcchc6 <NA> 32.760193 3.260315e-03 0.13358295
## 3866 Gramd3 107022 15.457716 3.233861e-03 0.15827128
## 3867 Ten1 69535 35.721289 3.228971e-03 0.12600918
## 3868 Pcif1 228866 37.374779 3.227244e-03 0.12464246
## 3869 Smu1 74255 40.364586 3.221914e-03 0.12137255
## 3870 Lasp1 16796 37.732948 3.221607e-03 0.12546597
## 3871 Sar1b 66397 35.380704 3.217180e-03 0.12727449
## 3872 Crtc3 70461 16.436717 3.208364e-03 0.15153283
## 3873 Ndufa2 17991 143.831629 3.196097e-03 0.08760384
## 3874 Gltp 56356 36.689597 3.186622e-03 0.12822478
## 3875 Gm561 <NA> 27.782267 3.146609e-03 0.13630982
## 3876 Hpcal1 53602 12.107585 3.140665e-03 0.16135702
## 3877 Mrpl32 75398 45.368172 3.139117e-03 0.11809038
## 3878 Smarcc2 68094 40.702086 3.137070e-03 0.12211902
## 3879 Tiam1 21844 31.724808 3.123655e-03 0.13244942
## 3880 Lsm5 66373 46.348108 3.122872e-03 0.11907362
## 3881 Cul1 26965 52.668897 3.117120e-03 0.11202142
## 3882 Tlk1 228012 48.340697 3.115456e-03 0.11589508
## 3883 Rheb 19744 42.704510 3.115173e-03 0.12002460
## 3884 Nt5c3b 68106 39.357005 3.092713e-03 0.12474313
## 3885 Zfp91 109910 43.702437 3.086861e-03 0.11896724
## 3886 Prpf4b 19134 48.380519 3.085282e-03 0.11711557
## 3887 2310036O22Rik <NA> 177.867035 3.044707e-03 0.07658408
## 3888 Slc19a1 20509 26.790777 3.020032e-03 0.14006139
## 3889 Smim11 68936 49.334711 3.000469e-03 0.11670200
## 3890 H2afy <NA> 401.620641 2.955338e-03 0.07268987
## 3891 Bclaf1 72567 61.327680 2.952953e-03 0.10771528
## 3892 Vps25 28084 76.267317 2.950730e-03 0.09946710
## 3893 Nfkbia 18035 38.066955 2.945281e-03 0.13408380
## 3894 Nxf1 53319 71.969430 2.917337e-03 0.10423744
## 3895 Lsm8 76522 86.204737 2.875385e-03 0.09827128
## 3896 Pfdn5 56612 254.883457 2.854040e-03 0.06850009
## 3897 Clcf1 56708 11.153828 2.852421e-03 0.16808646
## 3898 Abcg1 11307 11.816430 2.850840e-03 0.17024085
## 3899 Ei24 13663 53.654419 2.829155e-03 0.11685142
## 3900 Timm9 30056 29.789743 2.778235e-03 0.13819096
## 3901 Sf1 22668 90.567184 2.750821e-03 0.09514058
## 3902 H2afv <NA> 83.288461 2.728808e-03 0.12743849
## 3903 Vezf1 22344 36.690537 2.671703e-03 0.13386959
## 3904 Tcp11l2 216198 39.439424 2.614842e-03 0.14266066
## 3905 Dcun1d5 76863 110.430311 2.549996e-03 0.10209216
## 3906 H1fx <NA> 9.441325 2.474553e-03 0.17773590
## 3907 Pelo 105083 15.171423 2.440767e-03 0.16959025
## 3908 Atf4 11911 175.133553 2.439393e-03 0.09971451
## 3909 Zfp36 22695 68.765279 2.230049e-03 0.13528669
## 3910 Sepw1 <NA> 169.180194 2.214134e-03 0.08853038
## 3911 Myh9 17886 176.231082 2.165618e-03 0.08998810
## 3912 2010107E04Rik <NA> 405.190824 2.116009e-03 0.07428993
## 3913 Nono 53610 201.359381 1.989300e-03 0.07824472
## 3914 Atp1b3 11933 365.665209 1.978518e-03 0.06557817
## 3915 Atp5j 11957 242.127864 1.962475e-03 0.08002040
## 3916 Map1lc3b 67443 57.496127 1.786370e-03 0.11016794
## 3917 Msra 110265 51.170417 1.782285e-03 0.11308607
## 3918 Sub1 20024 67.844639 1.755215e-03 0.11705624
## 3919 Coa3 52469 63.474777 1.753346e-03 0.10741439
## 3920 Emc10 69683 55.831162 1.690155e-03 0.10966940
## 3921 Tomm70a 28185 57.167403 1.656029e-03 0.10967176
## 3922 Nsmaf 18201 43.556360 1.654214e-03 0.11881803
## 3923 Senp6 215351 52.158376 1.642546e-03 0.11309894
## 3924 Srp9 27058 45.508104 1.638519e-03 0.11860481
## 3925 Cdk9 107951 50.185088 1.637159e-03 0.11511614
## 3926 Slc35b1 110172 36.237933 1.552537e-03 0.12464898
## 3927 Fbxo11 225055 36.899374 1.552287e-03 0.12346108
## 3928 E2f2 242705 76.163132 1.537180e-03 0.12828567
## 3929 Cxxc1 74322 39.544962 1.534440e-03 0.12144720
## 3930 Baz1a 217578 41.543382 1.525409e-03 0.12043774
## 3931 Adipor2 68465 33.571663 1.493652e-03 0.12735230
## 3932 Sf3a1 67465 40.870027 1.480638e-03 0.12060075
## 3933 Cnot3 232791 33.904824 1.470464e-03 0.12558236
## 3934 Ctdsp1 227292 45.846735 1.467058e-03 0.12031244
## 3935 Ube2z 268470 31.234546 1.411446e-03 0.12830951
## 3936 Rbm10 236732 32.247582 1.395594e-03 0.12757363
## 3937 Hira 15260 29.910930 1.386080e-03 0.12952762
## 3938 Thoc5 107829 33.581397 1.385546e-03 0.12652135
## 3939 Ap2a1 11771 31.570206 1.366344e-03 0.12821287
## 3940 Atp6v1c1 66335 29.570781 1.363330e-03 0.13018254
## 3941 Gna13 14674 28.586894 1.356889e-03 0.13108383
## 3942 Pigu 228812 27.576373 1.318540e-03 0.13332530
## 3943 Anapc1 17222 30.898931 1.305707e-03 0.12990819
## 3944 Rb1 19645 24.914829 1.305323e-03 0.13794608
## 3945 Ino80c 225280 26.582226 1.298590e-03 0.13333767
## 3946 Psmd10 53380 25.250837 1.274562e-03 0.13528535
## 3947 Tbcd 108903 26.258950 1.268412e-03 0.13344743
## 3948 Hsph1 15505 29.281537 1.265615e-03 0.13772979
## 3949 Tmem229b 268567 35.873562 1.246492e-03 0.13036880
## 3950 Ccdc25 67179 22.262013 1.244726e-03 0.13926120
## 3951 Pdzd11 72621 27.891649 1.243591e-03 0.13567527
## 3952 Ndufb4 68194 25.587900 1.241509e-03 0.13636973
## 3953 Rcbtb1 71330 20.280948 1.238409e-03 0.14299237
## 3954 Tceb3 <NA> 21.607683 1.227670e-03 0.13941766
## 3955 Nop9 67842 20.612015 1.220060e-03 0.14157031
## 3956 Arhgap17 70497 21.613841 1.217036e-03 0.14311991
## 3957 Ubald1 207740 20.621776 1.210298e-03 0.14304517
## 3958 Stk26 70415 22.943153 1.199482e-03 0.14136801
## 3959 Sssca1 <NA> 28.937262 1.195788e-03 0.13433277
## 3960 Pcnp 76302 22.266713 1.194776e-03 0.13823580
## 3961 Gps1 209318 25.927419 1.188266e-03 0.13437210
## 3962 Lsm14b 241846 21.605440 1.185080e-03 0.13961787
## 3963 Ctr9 22083 24.924067 1.175960e-03 0.13707857
## 3964 Twsg1 65960 21.924137 1.171225e-03 0.13968124
## 3965 1500011B03Rik 66236 22.943937 1.159757e-03 0.13838978
## 3966 Znrf2 387524 23.275577 1.155440e-03 0.13779610
## 3967 Tmc8 217356 23.283005 1.142308e-03 0.13881172
## 3968 Sugp1 70616 22.599451 1.141879e-03 0.13804027
## 3969 Ncln 103425 28.913491 1.141815e-03 0.13399299
## 3970 Ipmk 69718 27.243531 1.137346e-03 0.13536922
## 3971 Rab9 56382 19.934488 1.137142e-03 0.14206439
## 3972 Toe1 68276 18.608192 1.128864e-03 0.14361888
## 3973 Unc119 22248 18.631464 1.112764e-03 0.14804313
## 3974 2210016L21Rik 72357 20.935928 1.106734e-03 0.14025522
## 3975 Yars2 70120 19.613549 1.099774e-03 0.14253973
## 3976 Rnf111 93836 19.293011 1.099281e-03 0.14391351
## 3977 Dctn4 67665 18.611627 1.098931e-03 0.14327904
## 3978 Zfp277 246196 17.599418 1.081949e-03 0.14697893
## 3979 Aatf 56321 26.944722 1.079456e-03 0.13639461
## 3980 Zcchc9 69085 17.954782 1.077539e-03 0.14481491
## 3981 Ascc2 75452 18.616809 1.077189e-03 0.14334619
## 3982 Hdac10 170787 19.300014 1.074899e-03 0.14677764
## 3983 Junb 16477 28.966741 1.068692e-03 0.14007421
## 3984 Prmt3 71974 30.254674 1.067124e-03 0.13345066
## 3985 Med19 381379 20.284100 1.063229e-03 0.14178040
## 3986 Zadh2 225791 20.596953 1.055580e-03 0.14138305
## 3987 Myef2 17876 20.937947 1.051785e-03 0.14050948
## 3988 Med16 216154 19.595273 1.050692e-03 0.14348121
## 3989 Taf1 270627 17.942099 1.050560e-03 0.14477434
## 3990 Samsn1 67742 15.291914 1.049383e-03 0.14932021
## 3991 Ubl4a 27643 17.616729 1.041760e-03 0.14480076
## 3992 Sap30l 50724 18.932419 1.033464e-03 0.14452021
## 3993 L3mbtl2 214669 16.282913 1.032357e-03 0.14712560
## 3994 Tmem126a 66271 13.634461 1.032158e-03 0.15540135
## 3995 Atpaf2 246782 18.931169 1.031805e-03 0.14405884
## 3996 Sgms1 208449 17.298693 1.030869e-03 0.14698523
## 3997 Exosc4 109075 17.285934 1.008993e-03 0.14546844
## 3998 Tmx2 66958 15.949528 1.006045e-03 0.14755820
## 3999 Gtf2h3 209357 16.283758 1.000294e-03 0.14684668
## 4000 Itpr1 16438 21.294680 1.000078e-03 0.14818559
## 4001 Cox18 231430 16.285098 9.857610e-04 0.14686307
## 4002 Pgs1 74451 15.296195 9.789793e-04 0.14890510
## 4003 Helb 117599 14.955125 9.716279e-04 0.14913066
## 4004 Calm3 12315 177.045799 9.683329e-04 0.08188509
## 4005 Fndc3a 319448 15.297445 9.591531e-04 0.15036145
## 4006 Rnmt 67897 15.293197 9.543523e-04 0.14857861
## 4007 Sla 20491 17.289019 9.465273e-04 0.14920875
## 4008 Tmem184b 223693 14.287660 9.374873e-04 0.15444605
## 4009 Tdrd3 219249 13.968482 9.317618e-04 0.15165097
## 4010 Pja1 18744 13.971404 9.220340e-04 0.15219958
## 4011 Cep85 70012 14.285598 9.218229e-04 0.15065559
## 4012 Ice2 93697 12.969063 9.207077e-04 0.15336753
## 4013 Pwp2 110816 14.631850 9.154580e-04 0.15006191
## 4014 Adh5 11532 90.889762 9.095178e-04 0.09350348
## 4015 Alg1 208211 13.298034 9.086317e-04 0.15245731
## 4016 Nol10 217431 14.294623 9.000946e-04 0.15029619
## 4017 Hmbox1 219150 12.960792 8.952932e-04 0.15535770
## 4018 St6galnac4 20448 16.976096 8.897195e-04 0.15003378
## 4019 Krr1 52705 14.959406 8.865552e-04 0.14932973
## 4020 Jade1 269424 14.614570 8.792658e-04 0.15119460
## 4021 Spag9 70834 13.965244 8.776383e-04 0.15114104
## 4022 Thap4 67026 15.613494 8.744689e-04 0.14926458
## 4023 Thtpa 105663 10.310532 8.671785e-04 0.16109205
## 4024 Utp15 105372 13.963828 8.659372e-04 0.15096707
## 4025 Xpo4 57258 13.293201 8.575381e-04 0.15275639
## 4026 Fbxw4 30838 10.968146 8.522834e-04 0.15711643
## 4027 Srsf11 69207 79.314855 8.495314e-04 0.10201685
## 4028 Mtfmt 69606 10.969486 8.357531e-04 0.15713055
## 4029 Alg3 208624 12.637531 8.322581e-04 0.15379652
## 4030 Zfp51 22709 11.309140 8.237229e-04 0.15700109
## 4031 Cnrip1 380686 14.610322 8.231273e-04 0.15166672
## 4032 Srrd 70118 9.635251 8.182459e-04 0.16101231
## 4033 Swap70 20947 15.617920 8.149429e-04 0.15237774
## 4034 Stxbp3 20912 12.303060 8.116694e-04 0.15428402
## 4035 Cd22 12483 71.321831 8.098699e-04 0.13881671
## 4036 Pou2f2 18987 11.972912 8.093735e-04 0.15773286
## 4037 Slc25a23 66972 10.968991 8.080554e-04 0.15712476
## 4038 Zfp687 78266 11.629932 8.051832e-04 0.15575946
## 4039 Cisd1 52637 76.248667 8.016088e-04 0.11788196
## 4040 Gmppa 69080 14.956079 8.015728e-04 0.15066496
## 4041 Gltscr1l <NA> 10.641028 7.949170e-04 0.15842878
## 4042 Pet100 100503890 14.293811 7.915977e-04 0.15122568
## 4043 Gpr89 67549 11.970926 7.913707e-04 0.15502250
## 4044 Zfp952 240067 9.969571 7.901830e-04 0.15944256
## 4045 Rab10 19325 76.947261 7.897873e-04 0.09966506
## 4046 Dhrs7 66375 14.605819 7.776522e-04 0.15286397
## 4047 Tlcd2 380712 11.297797 7.773992e-04 0.15687905
## 4048 Ascc3 77987 10.638197 7.771011e-04 0.15763620
## 4049 Zfp871 208292 11.638957 7.753413e-04 0.15566019
## 4050 Ahsa2 268390 9.315558 7.731496e-04 0.16310911
## 4051 Nln 75805 11.636201 7.674754e-04 0.15600240
## 4052 Sp140 434484 9.643114 7.651861e-04 0.16070312
## 4053 Yeats4 64050 79.580767 7.621036e-04 0.09893879
## 4054 Gtpbp3 70359 10.970090 7.603567e-04 0.15694343
## 4055 Retsat 67442 10.295621 7.591715e-04 0.15909695
## 4056 Tmub1 64295 9.301625 7.583974e-04 0.16123953
## 4057 Lpar5 381810 10.644795 7.559208e-04 0.15829995
## 4058 Tcta 102791 10.631251 7.540908e-04 0.16167791
## 4059 N6amt1 67768 11.962836 7.439832e-04 0.15531036
## 4060 Orc3 50793 11.959914 7.423562e-04 0.15526047
## 4061 Fam219b 78323 10.624759 7.358013e-04 0.15866271
## 4062 Kiz 228730 13.283123 7.302779e-04 0.15438218
## 4063 Mettl8 228019 9.312066 7.256052e-04 0.16209441
## 4064 Ocel1 77090 10.308908 7.132399e-04 0.15904841
## 4065 Gnb1 14688 159.791844 7.116668e-04 0.08456869
## 4066 Zc3h15 69082 76.621685 7.092199e-04 0.10009912
## 4067 Slc25a22 68267 11.317338 7.075078e-04 0.15959356
## 4068 Cep78 208518 13.946566 7.031196e-04 0.15478803
## 4069 Xndc1 102443350 9.634198 6.981238e-04 0.16016138
## 4070 Actb 11461 1655.054618 6.920721e-04 0.05481738
## 4071 Gm5111 330305 7.997922 6.852021e-04 0.17846951
## 4072 Abca2 11305 8.649466 6.781658e-04 0.16485362
## 4073 Mthfsd 234814 10.306665 6.680811e-04 0.15881210
## 4074 Sema3g 218877 7.972812 6.671515e-04 0.17268156
## 4075 Znhit6 229937 9.979034 6.630554e-04 0.15993649
## 4076 Stim2 116873 9.298221 6.608040e-04 0.16233589
## 4077 Brms1l 52592 9.643057 6.602197e-04 0.16025228
## 4078 Yipf2 74766 9.634122 6.550446e-04 0.16060615
## 4079 Ccdc86 108673 9.312504 6.540401e-04 0.16135213
## 4080 1190002N15Rik <NA> 11.617836 6.481105e-04 0.16079268
## 4081 Tram1 72265 76.895226 6.452287e-04 0.10911417
## 4082 Cpq 54381 11.302450 6.242801e-04 0.16916305
## 4083 1110065P20Rik 68920 9.299066 6.237936e-04 0.16183541
## 4084 A830080D01Rik <NA> 9.640060 6.194548e-04 0.16042865
## 4085 5730408K05Rik 67531 9.991524 6.171223e-04 0.17054053
## 4086 Hdac5 15184 14.936295 6.115671e-04 0.16017323
## 4087 Chm 12662 9.300406 6.064950e-04 0.16184893
## 4088 Rps27 57294 9.646658 6.023777e-04 0.16091948
## 4089 BC064078 408064 6.985744 6.007892e-04 0.18467140
## 4090 Maea 59003 68.949983 6.000383e-04 0.10262781
## 4091 Bend5 67621 10.292141 5.982201e-04 0.16189527
## 4092 Ptprs 19280 8.659411 5.956415e-04 0.16703218
## 4093 Vps28 66914 64.009467 5.925152e-04 0.10775397
## 4094 Tnfaip1 21927 9.307925 5.890125e-04 0.16174559
## 4095 Cstb 13014 64.302133 5.650088e-04 0.10536647
## 4096 Mapkapk3 102626 7.995455 5.569129e-04 0.17522476
## 4097 Fis1 66437 168.329205 5.475791e-04 0.08920363
## 4098 Ifi30 65972 292.121544 4.861252e-04 0.08672105
## 4099 Qrfp 227717 5.989446 4.720112e-04 0.18568605
## 4100 Baz1b 22385 58.648395 4.309666e-04 0.10854986
## 4101 Hypk 67693 170.699753 3.545293e-04 0.07868432
## 4102 Stau2 29819 10.270798 3.178960e-04 0.17282948
## 4103 Igfbp4 16010 104.705996 3.052965e-04 0.14024110
## 4104 Snhg12 100039864 56.409544 3.004003e-04 0.12184582
## 4105 Tmed9 67511 146.716879 2.858434e-04 0.08015769
## 4106 Inpp5k 19062 45.372257 1.669428e-04 0.11950406
## 4107 Hcfc1 15161 50.668140 1.644132e-04 0.11328238
## 4108 Rnf181 66510 45.032968 9.011014e-05 0.11765469
## 4109 Tspan15 70423 4.976505 4.694244e-05 0.19261395
## 4110 Ssr3 67437 90.384358 2.877342e-05 0.09323500
## 4111 Top1 21969 86.416794 1.131150e-05 0.09707481
## 4112 Ptpn18 19253 51.672250 -3.296521e-05 0.11784131
## 4113 Pgrmc1 53328 42.002282 -9.390020e-05 0.12411564
## 4114 Psmd8 57296 126.780561 -9.573725e-05 0.08245191
## 4115 Ugcg 22234 38.439512 -1.142778e-04 0.14042131
## 4116 Gpcpd1 74182 36.760468 -1.907292e-04 0.13777930
## 4117 Sbds 66711 40.723020 -1.993712e-04 0.12135287
## 4118 Acsl1 14081 33.714666 -2.034625e-04 0.13502640
## 4119 Scand1 19018 74.742672 -2.284125e-04 0.10364170
## 4120 Smarce1 57376 37.734175 -2.284768e-04 0.12288324
## 4121 Tnpo3 320938 39.702825 -2.572469e-04 0.12188899
## 4122 Skiv2l2 <NA> 38.726369 -2.957514e-04 0.12225381
## 4123 Plekhj1 78670 36.733448 -3.331864e-04 0.12323888
## 4124 Gtf2e2 68153 35.403970 -3.524325e-04 0.12462685
## 4125 Larp1 73158 40.417601 -3.927332e-04 0.12659910
## 4126 Wdr6 83669 70.100993 -4.322860e-04 0.10636387
## 4127 2310009A05Rik <NA> 34.045047 -4.362724e-04 0.12950063
## 4128 Setd3 52690 35.739739 -4.419439e-04 0.12514485
## 4129 Ift20 55978 35.386560 -4.489241e-04 0.12687698
## 4130 Tsr1 104662 35.436427 -4.720852e-04 0.13073276
## 4131 Hipk1 15257 71.775592 -4.864854e-04 0.10233800
## 4132 Arglu1 234023 69.869290 -5.233197e-04 0.11442857
## 4133 Msn 17698 329.100350 -6.008660e-04 0.06536507
## 4134 Pgam5 72542 31.073876 -6.444476e-04 0.12936344
## 4135 Tm2d2 69742 28.752814 -6.681881e-04 0.13266811
## 4136 Scp2 20280 31.057531 -6.885818e-04 0.13083598
## 4137 Pigx 72084 28.403896 -7.079006e-04 0.13196814
## 4138 Thumpd1 233802 30.748779 -7.412561e-04 0.12942188
## 4139 Wdr75 73674 29.431673 -7.939518e-04 0.13302750
## 4140 Abhd17b 226016 28.729904 -8.159155e-04 0.13293095
## 4141 Csrp2bp <NA> 28.742515 -8.337045e-04 0.13208688
## 4142 Scamp3 24045 26.437058 -8.538266e-04 0.13445314
## 4143 Mrps11 67994 26.416856 -8.757170e-04 0.13374707
## 4144 Timm17b 21855 25.076939 -8.909790e-04 0.13690766
## 4145 Znhit1 70103 26.101005 -9.057046e-04 0.13423747
## 4146 Bcl9l 80288 24.105150 -9.107648e-04 0.13837705
## 4147 Letm1 56384 25.422784 -9.446033e-04 0.13454168
## 4148 Ctcf 13018 92.832508 -9.486456e-04 0.09990433
## 4149 A730008H23Rik 212427 26.752866 -9.554603e-04 0.13339310
## 4150 Ccdc115 69668 26.430580 -9.627587e-04 0.13395259
## 4151 Psenen 66340 57.150070 -9.811924e-04 0.10910366
## 4152 Ahctf1 226747 26.094515 -9.818880e-04 0.13393470
## 4153 Fam96b <NA> 53.827902 -9.885124e-04 0.11446857
## 4154 Mat2a 232087 96.293508 -9.979301e-04 0.10322344
## 4155 Rnf4 19822 58.502282 -9.985437e-04 0.10844967
## 4156 Thoc7 66231 105.667552 -1.004349e-03 0.10034230
## 4157 Eif4g2 13690 213.188728 -1.046957e-03 0.06998063
## 4158 Wdr83 67836 24.425308 -1.051604e-03 0.13644048
## 4159 Mrps6 121022 26.100981 -1.063335e-03 0.13556199
## 4160 Nup160 59015 24.088746 -1.069147e-03 0.13690385
## 4161 Cfap36 216618 24.083324 -1.085873e-03 0.13729603
## 4162 Kat5 81601 24.083578 -1.090387e-03 0.13734582
## 4163 Jak2 16452 22.102906 -1.098404e-03 0.13936763
## 4164 Apip 56369 21.091466 -1.107578e-03 0.14331376
## 4165 Ankle2 71782 23.106440 -1.110630e-03 0.13826903
## 4166 Zfp384 269800 22.767873 -1.147733e-03 0.13794334
## 4167 Stard7 99138 53.494413 -1.166776e-03 0.11108310
## 4168 Vps41 218035 22.420899 -1.224089e-03 0.13973266
## 4169 Thap11 59016 21.760122 -1.254943e-03 0.13965544
## 4170 Hsf1 15499 21.779332 -1.259780e-03 0.14004364
## 4171 Srp68 217337 54.162200 -1.269551e-03 0.11500327
## 4172 Arpc4 68089 135.072411 -1.275294e-03 0.08194275
## 4173 Ints4 101861 21.438669 -1.286789e-03 0.13937625
## 4174 Mettl17 52535 15.812341 -1.288357e-03 0.15559162
## 4175 Scaf4 224432 21.440764 -1.300208e-03 0.13975648
## 4176 Mcfd2 193813 19.770866 -1.314852e-03 0.14249387
## 4177 Mapkapk5 17165 20.768221 -1.344277e-03 0.14038825
## 4178 Fam207a 108707 20.110112 -1.349051e-03 0.14127652
## 4179 Amfr 23802 48.510181 -1.361003e-03 0.11502119
## 4180 D10Wsu102e <NA> 20.442685 -1.380978e-03 0.14086357
## 4181 Map7d1 245877 19.782994 -1.386425e-03 0.14229486
## 4182 Tmem248 71667 20.113638 -1.405516e-03 0.14144799
## 4183 Lypla1 18777 48.476442 -1.413898e-03 0.12243013
## 4184 Dcaf13 223499 48.539608 -1.438448e-03 0.11477258
## 4185 Zfp740 68744 44.890979 -1.439758e-03 0.12102478
## 4186 Jtb 23922 47.877264 -1.487824e-03 0.11531769
## 4187 Nfyc 18046 19.105543 -1.504201e-03 0.14285966
## 4188 Smim7 66818 18.110702 -1.522649e-03 0.14448248
## 4189 Ddx20 53975 18.106033 -1.536043e-03 0.14468594
## 4190 Fbxl19 233902 17.121466 -1.563944e-03 0.14651641
## 4191 9430015G10Rik 230996 17.782078 -1.570043e-03 0.14491734
## 4192 Rnf115 67845 45.519491 -1.613464e-03 0.11675033
## 4193 Tsen15 66637 18.110569 -1.627114e-03 0.14491747
## 4194 Blmh 104184 69.916133 -1.642052e-03 0.10668100
## 4195 Commd10 69456 17.434938 -1.646698e-03 0.14674734
## 4196 Smc5 226026 17.111134 -1.651753e-03 0.14627444
## 4197 Bcl11a 14025 99.367491 -1.657857e-03 0.10691464
## 4198 Tmbim6 110213 193.760034 -1.670663e-03 0.07431903
## 4199 Eif2b3 108067 17.460912 -1.685125e-03 0.14621944
## 4200 Sel1l 20338 17.443873 -1.686978e-03 0.14565193
## 4201 Pinx1 72400 14.136904 -1.697360e-03 0.15404166
## 4202 Papss1 23971 16.770427 -1.712371e-03 0.14871681
## 4203 Ipo13 230673 16.128753 -1.744866e-03 0.14792888
## 4204 Mapk1 26413 94.694220 -1.761597e-03 0.09272785
## 4205 A230050P20Rik <NA> 13.147369 -1.763166e-03 0.15874911
## 4206 Ccnl2 56036 61.394866 -1.774376e-03 0.12046579
## 4207 C330007P06Rik <NA> 15.782501 -1.778868e-03 0.14805414
## 4208 Zfr 22763 40.875049 -1.789593e-03 0.12013173
## 4209 Vav3 57257 15.123007 -1.794499e-03 0.15184717
## 4210 Caml 12328 15.789265 -1.798035e-03 0.14769961
## 4211 Fem1a 14154 15.458712 -1.811261e-03 0.14847642
## 4212 Mettl2 52686 15.791526 -1.814740e-03 0.14786964
## 4213 Tmem138 72982 15.117718 -1.821689e-03 0.14902389
## 4214 Rtn4 68585 38.901594 -1.843408e-03 0.12393340
## 4215 Kcnab2 16498 40.244920 -1.848224e-03 0.12778802
## 4216 Cep192 70799 15.447294 -1.867242e-03 0.14890068
## 4217 Tceb1 <NA> 67.613801 -1.896834e-03 0.10565587
## 4218 Golga4 54214 15.457734 -1.899730e-03 0.14845584
## 4219 Zfp266 77519 15.456319 -1.908993e-03 0.14859126
## 4220 1700021F05Rik <NA> 14.449531 -1.910848e-03 0.15052122
## 4221 Xrn1 24127 15.116665 -1.926042e-03 0.14932942
## 4222 Enkd1 102124 13.118731 -1.934373e-03 0.15533698
## 4223 Homer3 26558 13.461802 -1.948921e-03 0.15336957
## 4224 Atg16l1 77040 13.470147 -1.959336e-03 0.15290399
## 4225 Sbno2 216161 13.797779 -1.959984e-03 0.15183599
## 4226 Cdkal1 68916 14.123240 -1.961401e-03 0.15082599
## 4227 Osbpl2 228983 14.457140 -1.965524e-03 0.15030637
## 4228 E2f6 50496 13.793773 -1.969131e-03 0.15194599
## 4229 Cdadc1 71891 13.463549 -1.990051e-03 0.15218211
## 4230 Med28 66999 13.792687 -1.993026e-03 0.15130876
## 4231 Skil 20482 13.447793 -2.016020e-03 0.15355896
## 4232 Mtmr12 268783 13.460718 -2.023491e-03 0.15215136
## 4233 Ndst2 17423 12.469387 -2.037136e-03 0.15485596
## 4234 Acot8 170789 11.470209 -2.039544e-03 0.15799895
## 4235 Ap3m1 55946 13.456214 -2.055672e-03 0.15193105
## 4236 Amd2 100041585 5.466904 -2.056820e-03 0.20593074
## 4237 Lcp1 18826 301.064453 -2.057960e-03 0.11851068
## 4238 Ate1 11907 13.124741 -2.074281e-03 0.15252883
## 4239 Zmym3 56364 13.121577 -2.076426e-03 0.15316610
## 4240 Camkk2 207565 13.471430 -2.077023e-03 0.15288944
## 4241 Mib1 225164 13.790070 -2.083469e-03 0.15367874
## 4242 Taf4a <NA> 13.457313 -2.086167e-03 0.15226928
## 4243 Bap1 104416 56.668032 -2.090943e-03 0.11605910
## 4244 Ube2n 93765 13.453142 -2.094841e-03 0.15242541
## 4245 Setd2 235626 36.877751 -2.095991e-03 0.12424172
## 4246 Kansl2 69612 12.804221 -2.107833e-03 0.15396857
## 4247 Ap4m1 11781 13.461835 -2.133812e-03 0.15232264
## 4248 Aamdc 66273 12.125321 -2.146192e-03 0.15502580
## 4249 Fam98b 68215 37.539735 -2.166107e-03 0.12399480
## 4250 Ifrd1 15982 31.273661 -2.168712e-03 0.13722557
## 4251 Zcchc10 67966 12.803650 -2.185081e-03 0.15361851
## 4252 Erlec1 66753 11.793352 -2.191117e-03 0.15573049
## 4253 Cmc1 67899 11.457045 -2.191459e-03 0.15753313
## 4254 Elp3 74195 35.233843 -2.192393e-03 0.12587127
## 4255 Mtif2 76784 12.132598 -2.224106e-03 0.15456850
## 4256 Sp3 20687 58.313314 -2.230611e-03 0.10895472
## 4257 Ube2d2a 56550 34.889110 -2.244182e-03 0.12605370
## 4258 Aldh2 11669 150.466821 -2.248605e-03 0.12006944
## 4259 Lemd2 224640 33.243513 -2.257150e-03 0.12873220
## 4260 Desi2 78825 12.126604 -2.278117e-03 0.15484602
## 4261 Atrnl1 226255 11.118871 -2.279105e-03 0.16125302
## 4262 Trmt112 67674 36.558453 -2.281282e-03 0.12441020
## 4263 Taf10 24075 107.187700 -2.283098e-03 0.09108310
## 4264 Wrap53 216853 11.795371 -2.283467e-03 0.15520475
## 4265 1200014J11Rik <NA> 11.463312 -2.285627e-03 0.15616378
## 4266 Wdr81 192652 11.138436 -2.300749e-03 0.15709012
## 4267 Kpna6 16650 11.799048 -2.301402e-03 0.15506801
## 4268 Erdr1 170942 10.161123 -2.302811e-03 0.16535688
## 4269 Fopnl <NA> 35.564293 -2.307008e-03 0.12673901
## 4270 Ltbp4 108075 9.818290 -2.316623e-03 0.16623651
## 4271 Arfip2 76932 11.804909 -2.334994e-03 0.15564742
## 4272 Efcab14 230648 11.463236 -2.341239e-03 0.15579451
## 4273 Mettl13 <NA> 11.477957 -2.349654e-03 0.15731857
## 4274 Nfe2l2 18024 34.233792 -2.353159e-03 0.12676757
## 4275 Myeov2 <NA> 140.391805 -2.357724e-03 0.08830305
## 4276 Fam3a 66294 10.802550 -2.378700e-03 0.15779307
## 4277 Dph2 67728 10.809407 -2.395442e-03 0.15827437
## 4278 Prkaca 18747 33.224337 -2.398017e-03 0.12691100
## 4279 Cnpy2 56530 57.671568 -2.398037e-03 0.10899207
## 4280 Cops8 108679 34.890833 -2.402376e-03 0.12551406
## 4281 Glt8d1 76485 9.798702 -2.409339e-03 0.16135603
## 4282 Atrip 235610 10.462476 -2.420405e-03 0.15838878
## 4283 Smim3 106878 9.454503 -2.421936e-03 0.16562085
## 4284 Vapb 56491 11.134868 -2.423065e-03 0.15669227
## 4285 Napg 108123 10.475673 -2.424810e-03 0.15852792
## 4286 Det1 76375 10.803470 -2.424945e-03 0.15725199
## 4287 Rbm19 74111 10.800307 -2.439100e-03 0.15762706
## 4288 Elmsan1 <NA> 10.476352 -2.458573e-03 0.15872511
## 4289 Mri1 67873 10.477363 -2.462570e-03 0.15930583
## 4290 Pdik1l 230809 10.798891 -2.471345e-03 0.15739740
## 4291 Atxn2 20239 10.473596 -2.474036e-03 0.15850861
## 4292 Elmo2 140579 10.464496 -2.482088e-03 0.15841336
## 4293 Nucb2 53322 10.798079 -2.488585e-03 0.15862090
## 4294 Ddx28 71986 10.139862 -2.490323e-03 0.15901725
## 4295 Mccc2 78038 10.469920 -2.493608e-03 0.15806794
## 4296 Chd1 12648 31.588202 -2.507999e-03 0.12915076
## 4297 Lamtor5 68576 53.317246 -2.510616e-03 0.11310788
## 4298 LOC100504703 <NA> 10.129364 -2.513142e-03 0.16011213
## 4299 Nufip1 27275 9.806387 -2.517043e-03 0.16002629
## 4300 Hsh2d 209488 9.155238 -2.520205e-03 0.16404623
## 4301 Lmtk2 231876 10.138959 -2.526910e-03 0.15946317
## 4302 Ociad1 68095 116.317269 -2.528395e-03 0.08590190
## 4303 Dhx35 71715 10.469678 -2.529615e-03 0.15806742
## 4304 Fbxo45 268882 10.133943 -2.535013e-03 0.15895767
## 4305 Lamp2 16784 53.016836 -2.537388e-03 0.11248077
## 4306 Arrdc3 105171 8.142274 -2.538415e-03 0.16767729
## 4307 Dusp5 240672 7.502593 -2.544190e-03 0.17437681
## 4308 Ap5m1 74385 9.807727 -2.547403e-03 0.15983270
## 4309 Gtf2f2 68705 31.912341 -2.549252e-03 0.12836909
## 4310 Usp36 72344 9.817189 -2.560476e-03 0.16132517
## 4311 N4bp1 80750 10.139125 -2.570287e-03 0.15880206
## 4312 Htt 15194 9.803389 -2.571543e-03 0.15978899
## 4313 Tdrd7 100121 10.131549 -2.572920e-03 0.16013826
## 4314 Pusl1 433813 9.483035 -2.573012e-03 0.16188581
## 4315 Dpysl2 12934 9.469160 -2.597129e-03 0.16067462
## 4316 Snrpb2 20639 76.402727 -2.616646e-03 0.10633494
## 4317 Ccdc59 52713 32.243271 -2.634334e-03 0.12834343
## 4318 Gns 75612 31.577146 -2.646407e-03 0.12891437
## 4319 Smarcd1 83797 29.240461 -2.655148e-03 0.13315581
## 4320 Chrac1 93696 52.997705 -2.672496e-03 0.11301593
## 4321 Dctd 320685 8.490247 -2.702250e-03 0.16697423
## 4322 Gatad1 67210 29.900395 -2.704313e-03 0.13042396
## 4323 Clns1a 12729 31.251446 -2.706918e-03 0.12904959
## 4324 Dctn6 22428 29.905741 -2.723772e-03 0.12996333
## 4325 Prpf31 68988 30.901823 -2.758964e-03 0.13204525
## 4326 Filip1l 78749 42.070540 -2.760681e-03 0.12938544
## 4327 Tacc1 320165 28.920273 -2.785198e-03 0.13179009
## 4328 Ugp2 216558 29.564946 -2.789669e-03 0.13122585
## 4329 Zfp207 22680 130.483575 -2.799192e-03 0.08415466
## 4330 Nsfl1c 386649 50.667817 -2.818378e-03 0.11425526
## 4331 Taok3 330177 30.251048 -2.833476e-03 0.13040299
## 4332 B230219D22Rik 78521 28.916780 -2.856513e-03 0.13117188
## 4333 Acvr1 11477 6.465452 -2.856845e-03 0.17781266
## 4334 Clta 12757 222.628495 -2.861255e-03 0.06891159
## 4335 Man1b1 227619 28.581871 -2.865997e-03 0.13096955
## 4336 Grk6 26385 110.026500 -2.896985e-03 0.08757157
## 4337 Snw1 66354 70.134045 -2.930564e-03 0.10167630
## 4338 Ccdc9 243846 28.599381 -2.948055e-03 0.13284088
## 4339 Msl3 17692 27.578114 -2.953854e-03 0.13224905
## 4340 6430706D22Rik 78605 64.433135 -3.031730e-03 0.10944444
## 4341 Aspscr1 68938 27.589762 -3.066129e-03 0.13243266
## 4342 Ppp1r12c 232807 25.938062 -3.080383e-03 0.13521001
## 4343 Kpna1 16646 26.591263 -3.156571e-03 0.13364348
## 4344 Ccar1 67500 46.361721 -3.160558e-03 0.11540092
## 4345 Stk16 20872 23.955524 -3.188539e-03 0.13977691
## 4346 Adam17 11491 24.917024 -3.216250e-03 0.13598995
## 4347 Nek7 59125 25.582908 -3.230409e-03 0.13509166
## 4348 Ptdss1 19210 24.927630 -3.276899e-03 0.13509088
## 4349 Map2k2 26396 45.048229 -3.285189e-03 0.11725084
## 4350 Atl3 109168 25.250532 -3.291528e-03 0.13557107
## 4351 Trafd1 231712 22.945150 -3.310942e-03 0.13977576
## 4352 l7Rn6 <NA> 42.675168 -3.339375e-03 0.12203171
## 4353 Atg5 11793 23.583815 -3.340838e-03 0.13867519
## 4354 Foxo3 56484 21.956204 -3.355835e-03 0.14347525
## 4355 Timm17a 21854 41.375414 -3.358753e-03 0.12441949
## 4356 Alkbh5 268420 24.595179 -3.365087e-03 0.13556200
## 4357 Trpm7 58800 24.264384 -3.405503e-03 0.13620304
## 4358 Msh5 17687 34.113315 -3.412739e-03 0.13877802
## 4359 Pygo2 68911 22.938900 -3.420533e-03 0.13861248
## 4360 Tbc1d15 66687 24.258631 -3.431164e-03 0.13623612
## 4361 Llph 66225 23.595174 -3.436857e-03 0.13719228
## 4362 Dera 232449 41.712201 -3.443957e-03 0.11992383
## 4363 Cyth2 19158 22.275698 -3.454686e-03 0.13948673
## 4364 Dapk3 13144 22.937650 -3.482699e-03 0.13783629
## 4365 Yrdc 230734 23.274985 -3.492522e-03 0.13775757
## 4366 Mical1 171580 40.039231 -3.495831e-03 0.12249757
## 4367 Txlna 109658 41.722100 -3.497537e-03 0.12099550
## 4368 9030624J02Rik <NA> 22.927889 -3.508448e-03 0.13781083
## 4369 Sfpq 71514 247.047997 -3.512667e-03 0.06771118
## 4370 Med15 94112 22.601673 -3.520162e-03 0.13828076
## 4371 Tusc3 80286 37.343990 -3.521355e-03 0.12936872
## 4372 Gga1 106039 21.614109 -3.551109e-03 0.14061110
## 4373 Pmpca 66865 41.359433 -3.580452e-03 0.12181616
## 4374 Ptp4a2 19244 127.590205 -3.624976e-03 0.08703275
## 4375 Tapbp 21356 81.793068 -3.680042e-03 0.11449945
## 4376 Ttc13 234875 21.938852 -3.693939e-03 0.13933506
## 4377 Trmt2a 15547 21.283423 -3.724123e-03 0.14063820
## 4378 Eif4ebp2 13688 90.727896 -3.734024e-03 0.09414002
## 4379 Dennd1c 70785 15.977044 -3.738599e-03 0.15416307
## 4380 Vps72 21427 39.044272 -3.752419e-03 0.12133394
## 4381 Rasa1 218397 20.591707 -3.774500e-03 0.14321053
## 4382 Purb 19291 38.360229 -3.775956e-03 0.12783267
## 4383 Kat8 67773 19.946791 -3.794772e-03 0.14430734
## 4384 Plekhb2 226971 20.929157 -3.794943e-03 0.14062654
## 4385 Sdf4 20318 90.390038 -3.812741e-03 0.09406654
## 4386 Fbxl3 50789 19.948675 -3.825949e-03 0.14239427
## 4387 Evi2a 14017 28.778266 -3.835721e-03 0.14417706
## 4388 Immp1l 66541 19.260783 -3.845801e-03 0.14465382
## 4389 Setd1a 233904 19.948705 -3.861330e-03 0.14315126
## 4390 Pagr1a 67278 37.713472 -3.862043e-03 0.12284662
## 4391 Esf1 66580 20.609724 -3.875445e-03 0.14109777
## 4392 Ppif 105675 37.402218 -3.885366e-03 0.12375003
## 4393 Tmem219 68742 20.268051 -3.888857e-03 0.14120075
## 4394 Hsp90b1 22027 416.531610 -3.897556e-03 0.10132378
## 4395 Tmem251 320351 18.289818 -3.918931e-03 0.14580043
## 4396 Psmg4 69666 52.873963 -3.934543e-03 0.11569651
## 4397 Flot2 14252 19.259639 -3.941814e-03 0.14449263
## 4398 Paf1 54624 36.396530 -3.944548e-03 0.12476829
## 4399 Etv6 14011 17.948094 -3.948700e-03 0.15014332
## 4400 Rce1 19671 18.937233 -3.986263e-03 0.14338174
## 4401 R3hcc1 71843 17.941565 -3.995278e-03 0.14593528
## 4402 Nom1 433864 19.944458 -3.999595e-03 0.14194849
## 4403 Pcid2 234069 19.272232 -4.053354e-03 0.14252224
## 4404 Golim4 73124 19.275262 -4.059213e-03 0.14347046
## 4405 Mrpl24 67707 70.960609 -4.086348e-03 0.10183970
## 4406 Egln1 112405 18.602463 -4.094034e-03 0.14467477
## 4407 Trappc13 66975 18.937100 -4.103660e-03 0.14338944
## 4408 Ctdp1 67655 18.612300 -4.137704e-03 0.14356322
## 4409 Usp21 30941 18.612300 -4.137704e-03 0.14356322
## 4410 Slc25a28 246696 17.959811 -4.163730e-03 0.14575154
## 4411 Srek1 218543 17.958561 -4.200445e-03 0.14549134
## 4412 Rtca 66368 35.053076 -4.220696e-03 0.12526179
## 4413 Hadh 15107 34.716694 -4.260602e-03 0.12613034
## 4414 Ipp 16351 17.269734 -4.281989e-03 0.14647760
## 4415 Tfap4 83383 16.968438 -4.287990e-03 0.14849484
## 4416 Mnat1 17420 16.940083 -4.294149e-03 0.14670913
## 4417 Rgl1 19731 57.978655 -4.298740e-03 0.12777232
## 4418 Zfp106 20402 33.746650 -4.299272e-03 0.12724414
## 4419 Cgrrf1 68755 15.953256 -4.311403e-03 0.14893904
## 4420 Copg1 54161 34.057333 -4.315133e-03 0.12632447
## 4421 Pmf1 67037 110.599594 -4.341951e-03 0.09973058
## 4422 Rab2a 59021 50.836951 -4.347565e-03 0.11377368
## 4423 0610037L13Rik <NA> 17.282284 -4.352437e-03 0.14670216
## 4424 Lamtor3 56692 17.277914 -4.363017e-03 0.14552727
## 4425 Ube3c 100763 17.278593 -4.376027e-03 0.14580283
## 4426 Afg3l1 114896 16.947361 -4.411863e-03 0.14598133
## 4427 Sdccag3 <NA> 31.095125 -4.441795e-03 0.13107517
## 4428 Ap1s3 252903 16.617982 -4.456696e-03 0.14665008
## 4429 Sp2 78912 16.277078 -4.466819e-03 0.14765410
## 4430 Ip6k2 76500 31.741875 -4.467956e-03 0.12948342
## 4431 Ccdc43 52715 16.615150 -4.489899e-03 0.14661802
## 4432 Cacfd1 381356 15.628157 -4.493757e-03 0.14907657
## 4433 Mms19 72199 16.282171 -4.513366e-03 0.14714354
## 4434 Tmem199 195040 14.309394 -4.520752e-03 0.15355380
## 4435 Eif2s3x 26905 13.625846 -4.522227e-03 0.15617303
## 4436 Zc3h10 103284 15.625401 -4.558705e-03 0.14848899
## 4437 D8Ertd738e 101966 134.555820 -4.582569e-03 0.08372202
## 4438 Actr1a 54130 61.961282 -4.584317e-03 0.10728325
## 4439 Polr3c 74414 32.073697 -4.585946e-03 0.12751433
## 4440 Spag7 216873 48.182809 -4.618709e-03 0.11623833
## 4441 Tmsb10 19240 1214.615970 -4.642977e-03 0.11594973
## 4442 Hiat1 <NA> 31.416191 -4.645144e-03 0.12867045
## 4443 Endou 19011 10.161812 -4.652730e-03 0.18374615
## 4444 Naa60 74763 46.189989 -4.658031e-03 0.11685365
## 4445 Mrpl9 78523 47.182589 -4.666364e-03 0.11554986
## 4446 Sh3bp5l 79566 14.957546 -4.669348e-03 0.14994338
## 4447 Zrsr2 22184 14.631919 -4.673815e-03 0.15085090
## 4448 Champ1 101994 15.295376 -4.685728e-03 0.14923345
## 4449 Ermp1 226090 14.950121 -4.720946e-03 0.14969758
## 4450 Fbxo21 231670 14.622082 -4.775386e-03 0.15049499
## 4451 Serhl 68607 14.285757 -4.816220e-03 0.15085811
## 4452 Dph6 66632 14.622115 -4.821012e-03 0.15120446
## 4453 Rtp4 67775 12.820096 -4.823041e-03 0.17384445
## 4454 Zc3h4 330474 30.405278 -4.827798e-03 0.12976556
## 4455 Afap1 70292 9.308790 -4.849180e-03 0.16853236
## 4456 Suco 226551 13.302036 -4.874479e-03 0.15362497
## 4457 Slc10a7 76775 28.078206 -4.874875e-03 0.13434203
## 4458 Asun <NA> 28.094128 -4.886632e-03 0.13330112
## 4459 D230025D16Rik <NA> 13.961637 -4.893539e-03 0.15130801
## 4460 Fam53c 66306 14.290113 -4.897534e-03 0.15061136
## 4461 Timm22 56322 13.952041 -4.915733e-03 0.15135664
## 4462 Fam178a <NA> 13.952720 -4.918919e-03 0.15168095
## 4463 Pde1b 18574 8.331683 -4.950655e-03 0.17296312
## 4464 Brms1 107392 29.080125 -4.953725e-03 0.13066040
## 4465 Rbms1 56878 26.744441 -4.982767e-03 0.13799467
## 4466 Caprin1 53872 144.086624 -4.988291e-03 0.08000834
## 4467 Got1 14718 26.435457 -4.989369e-03 0.13679163
## 4468 Zfp644 52397 13.626505 -5.006276e-03 0.15186055
## 4469 Actr6 67019 12.301276 -5.029099e-03 0.15564049
## 4470 Nt5m 103850 12.283094 -5.032073e-03 0.15620040
## 4471 Prpf38b 66921 81.662778 -5.061252e-03 0.10690199
## 4472 Fam168a 319604 12.287374 -5.089489e-03 0.15641339
## 4473 Gemin5 216766 12.967418 -5.094055e-03 0.15374535
## 4474 Ptcd3 69956 28.422320 -5.100766e-03 0.13206742
## 4475 D6Wsu163e 28040 12.956464 -5.116882e-03 0.15312232
## 4476 Mrps33 14548 12.290283 -5.129513e-03 0.15578915
## 4477 Supv3l1 338359 12.967583 -5.137415e-03 0.15340122
## 4478 Uchl1 22223 21.123161 -5.156099e-03 0.16891671
## 4479 Ifnar1 15975 12.625745 -5.156322e-03 0.15392148
## 4480 Hddc3 68695 11.619352 -5.168430e-03 0.15848094
## 4481 BC003331 <NA> 12.288385 -5.210356e-03 0.15582406
## 4482 Atp6v1f 66144 130.144748 -5.210537e-03 0.09363309
## 4483 Etfdh 66841 25.731898 -5.212844e-03 0.13738754
## 4484 Elf4 56501 25.767192 -5.215785e-03 0.13648024
## 4485 Prpf4 70052 12.629511 -5.236134e-03 0.15362355
## 4486 Abhd12 76192 26.742253 -5.278663e-03 0.13405801
## 4487 Hmgcll1 208982 25.745954 -5.283215e-03 0.13757391
## 4488 Aph1a 226548 11.626325 -5.299716e-03 0.15635195
## 4489 Csnk2a2 13000 12.292798 -5.303080e-03 0.15476906
## 4490 Bid 12122 36.912231 -5.327028e-03 0.12978808
## 4491 Atxn7l1 380753 10.645030 -5.328990e-03 0.15996822
## 4492 Ciz1 68379 26.103939 -5.335055e-03 0.13491854
## 4493 Hint3 66847 10.967989 -5.337059e-03 0.15883918
## 4494 Paip2 67869 246.844827 -5.369036e-03 0.08285343
## 4495 Kbtbd11 74901 7.977390 -5.372475e-03 0.17343584
## 4496 Tes 21753 51.886502 -5.385777e-03 0.13108626
## 4497 Cdk5 12568 11.967427 -5.392387e-03 0.15541169
## 4498 Tmem120a 215210 11.631507 -5.395919e-03 0.15584809
## 4499 Calu 12321 51.968861 -5.415865e-03 0.11686238
## 4500 Mapk7 23939 11.633768 -5.444043e-03 0.15570114
## 4501 Mief1 239555 11.633768 -5.444043e-03 0.15570114
## 4502 Ctu2 66965 11.635787 -5.448331e-03 0.15609811
## 4503 Prpf18 67229 25.086396 -5.456478e-03 0.13614491
## 4504 Rab35 77407 54.335839 -5.468215e-03 0.11093624
## 4505 Ercc3 13872 25.425039 -5.470756e-03 0.13484236
## 4506 Pdpr 319518 10.960323 -5.485200e-03 0.15826323
## 4507 Dvl3 13544 10.973099 -5.525838e-03 0.15803828
## 4508 Ubap1 67123 23.434620 -5.534615e-03 0.13899476
## 4509 Sec23a 20334 11.294959 -5.536908e-03 0.15654837
## 4510 Strbp 20744 10.628188 -5.538364e-03 0.15924163
## 4511 Cntrob 216846 11.296979 -5.541314e-03 0.15694035
## 4512 Ndufa13 67184 52.336878 -5.552559e-03 0.11271737
## 4513 Nup98 269966 24.750271 -5.558990e-03 0.13659486
## 4514 1190007I07Rik 544717 10.970872 -5.566809e-03 0.15853676
## 4515 Dcp2 70640 10.965581 -5.574911e-03 0.15760016
## 4516 Gm20605 100316903 9.651744 -5.591511e-03 0.16317917
## 4517 Aebp2 11569 24.432541 -5.597977e-03 0.13841856
## 4518 Krit1 79264 10.971004 -5.615549e-03 0.15725166
## 4519 Rbm22 66810 52.671139 -5.620330e-03 0.11187429
## 4520 Cfap20 14894 24.420005 -5.631014e-03 0.13778338
## 4521 Parg 26430 22.102390 -5.646891e-03 0.14120636
## 4522 Ap1ar 211556 60.160931 -5.658080e-03 0.12023338
## 4523 Tmem265 105180375 9.979599 -5.660554e-03 0.16071395
## 4524 Lnpep 240028 23.768189 -5.665184e-03 0.13724248
## 4525 Ift80 68259 10.630011 -5.665714e-03 0.15804726
## 4526 Cc2d1b 319965 24.426736 -5.673760e-03 0.13636169
## 4527 Upf1 19704 38.559260 -5.679069e-03 0.12233547
## 4528 Acads 11409 36.538770 -5.683569e-03 0.12618668
## 4529 2610002M06Rik 67028 10.296385 -5.736456e-03 0.15929606
## 4530 Scarb2 12492 23.426624 -5.745961e-03 0.13764929
## 4531 Guf1 231279 10.304474 -5.748736e-03 0.15892464
## 4532 Depdc5 277854 10.299216 -5.767623e-03 0.15887157
## 4533 Ints12 71793 9.967984 -5.781013e-03 0.15975587
## 4534 Pitpna 18738 70.335263 -5.782034e-03 0.11187034
## 4535 Mcoln1 94178 10.303058 -5.802145e-03 0.15870240
## 4536 Atf6 226641 10.304399 -5.816242e-03 0.15871843
## 4537 Iws1 73473 10.304399 -5.816242e-03 0.15871843
## 4538 Dnlz 52838 10.301401 -5.825310e-03 0.15890199
## 4539 Ddi2 68817 21.785320 -5.835126e-03 0.14148157
## 4540 Ltk 17005 9.630591 -5.835673e-03 0.16091566
## 4541 Il10ra 16154 35.310157 -5.841298e-03 0.15107439
## 4542 Abracl 73112 87.350251 -5.864553e-03 0.10056656
## 4543 Slc35c2 228875 22.441410 -5.874129e-03 0.13934045
## 4544 Smg5 229512 37.223051 -5.877663e-03 0.12371803
## 4545 Ddx31 227674 9.643292 -5.889492e-03 0.16084527
## 4546 Tmem9 66241 33.218966 -5.895283e-03 0.13098649
## 4547 Btrc 12234 9.632610 -5.897076e-03 0.16094465
## 4548 Nr2c2ap 75692 23.106633 -5.900229e-03 0.13821920
## 4549 Bcl2 12043 8.643782 -5.910636e-03 0.16481387
## 4550 Phf6 70998 22.759853 -5.914091e-03 0.13812150
## 4551 Pigo 56703 9.641469 -5.949814e-03 0.16083436
## 4552 Pinlyp 641361 6.813547 -5.968594e-03 0.19902364
## 4553 Tmf1 232286 22.107859 -5.991755e-03 0.13940511
## 4554 Rrp1 18114 136.276588 -5.999555e-03 0.08234066
## 4555 Cyba 13057 199.728753 -6.009909e-03 0.09643644
## 4556 Elf2 69257 22.427401 -6.010653e-03 0.13871688
## 4557 Pwp1 103136 22.439423 -6.012853e-03 0.13866098
## 4558 Cep97 74201 7.986696 -6.019308e-03 0.16756557
## 4559 H2-Bl 14963 6.973104 -6.020444e-03 0.17393755
## 4560 Ap4s1 11782 21.759787 -6.034408e-03 0.14036227
## 4561 Itm2b 16432 254.933365 -6.037534e-03 0.07814521
## 4562 Sde2 208768 22.438521 -6.040795e-03 0.13886271
## 4563 Ier5 15939 20.439174 -6.055563e-03 0.14590889
## 4564 Nfkb1 18033 59.808809 -6.058011e-03 0.11020453
## 4565 Bin3 57784 32.563266 -6.064694e-03 0.12993405
## 4566 Nrd1 230598 60.807901 -6.096354e-03 0.10755270
## 4567 Nol6 230082 21.449980 -6.101858e-03 0.14160860
## 4568 Ahcyl2 74340 8.307490 -6.113741e-03 0.16578781
## 4569 Uimc1 20184 20.443898 -6.160362e-03 0.14207443
## 4570 Sesn3 75747 35.396015 -6.171954e-03 0.13816385
## 4571 Epb4.1l2 <NA> 47.677604 -6.182113e-03 0.11638243
## 4572 Fam160b1 <NA> 18.130310 -6.190410e-03 0.14842130
## 4573 Dnah8 13417 36.782922 -6.192793e-03 0.15304672
## 4574 Synj2bp 24071 8.305559 -6.203652e-03 0.16491802
## 4575 Sfr1 67788 71.949259 -6.222147e-03 0.10180823
## 4576 Brpf1 78783 20.768729 -6.223521e-03 0.14172414
## 4577 Sec23ip 207352 20.771454 -6.233129e-03 0.14088536
## 4578 Mtmr9 210376 20.100420 -6.263859e-03 0.14257436
## 4579 Lin37 75660 19.456862 -6.269794e-03 0.14456012
## 4580 Iigp1 60440 9.304476 -6.277623e-03 0.19502890
## 4581 Atp9a 11981 13.431185 -6.294210e-03 0.18725794
## 4582 Mrps2 118451 21.105475 -6.297808e-03 0.14069932
## 4583 Atf2 11909 20.429648 -6.314403e-03 0.14163375
## 4584 Sart3 53890 33.558503 -6.338608e-03 0.12678330
## 4585 Sec11a 56529 93.542791 -6.347812e-03 0.09389265
## 4586 Hnrnph2 56258 45.679848 -6.376498e-03 0.11806026
## 4587 Atp13a1 170759 30.934805 -6.409061e-03 0.13249093
## 4588 Tagln2 21346 338.754107 -6.430349e-03 0.08820885
## 4589 Ube4b 63958 32.221633 -6.432910e-03 0.12989679
## 4590 Tysnd1 71767 20.109369 -6.442867e-03 0.14161900
## 4591 Tbc1d9b 76795 19.111200 -6.503620e-03 0.14380822
## 4592 Apopt1 <NA> 32.567480 -6.503931e-03 0.12883810
## 4593 Cluap1 76779 19.121489 -6.537365e-03 0.14404304
## 4594 Ddx56 52513 19.450645 -6.569401e-03 0.14350340
## 4595 Slc15a4 100561 16.460429 -6.595287e-03 0.15015198
## 4596 Vps4a 116733 31.563505 -6.625069e-03 0.12868102
## 4597 Rab1b 76308 89.854368 -6.626244e-03 0.09792642
## 4598 Rnf220 66743 31.248905 -6.640061e-03 0.12938383
## 4599 Ldb1 16825 108.266003 -6.640237e-03 0.09971328
## 4600 Phtf1 18685 18.442804 -6.652135e-03 0.14591336
## 4601 Mknk1 17346 18.119630 -6.698915e-03 0.14528020
## 4602 Ggta1 14594 50.290517 -6.722197e-03 0.13404867
## 4603 Parp9 80285 28.930634 -6.742961e-03 0.13440025
## 4604 Cox14 66379 66.978620 -6.750516e-03 0.10502237
## 4605 Dbnl 13169 86.267414 -6.765176e-03 0.10006901
## 4606 Snrnp48 67797 17.784573 -6.767469e-03 0.14584607
## 4607 Taf1b 21340 17.770064 -6.783274e-03 0.14618461
## 4608 H2-Q1 15006 19.610296 -6.798934e-03 0.15508878
## 4609 Vps51 68505 18.445363 -6.806853e-03 0.14418934
## 4610 Crls1 66586 18.441871 -6.809496e-03 0.14454326
## 4611 Nfyb 18045 29.895162 -6.809712e-03 0.13168366
## 4612 Uba3 22200 29.898717 -6.815696e-03 0.13073779
## 4613 Kxd1 75620 30.569135 -6.836138e-03 0.13014774
## 4614 Arpc3 56378 442.431585 -6.859706e-03 0.05823959
## 4615 Ttc9c 70387 18.119992 -6.860018e-03 0.14486420
## 4616 Pcsk7 18554 17.108429 -6.878454e-03 0.14674838
## 4617 Letmd1 68614 17.114563 -6.891500e-03 0.14750045
## 4618 Haus3 231123 29.242114 -6.899305e-03 0.13137793
## 4619 Exosc10 50912 42.366272 -6.910383e-03 0.11994391
## 4620 Sart1 20227 30.243674 -6.921856e-03 0.13006002
## 4621 G3bp2 23881 53.837480 -6.951347e-03 0.11350384
## 4622 9430016H08Rik <NA> 17.440431 -6.974979e-03 0.14591320
## 4623 Ccdc88c 68339 17.457908 -6.978289e-03 0.14644903
## 4624 Zfp35 22694 16.453877 -7.070046e-03 0.14825153
## 4625 Casp2 12366 52.165620 -7.093980e-03 0.11315755
## 4626 Dync1li2 234663 16.792114 -7.097591e-03 0.14724889
## 4627 Adgre5 26364 70.699708 -7.104546e-03 0.13745232
## 4628 Actr10 56444 17.113238 -7.122057e-03 0.14633458
## 4629 Mrgbp 73247 16.461561 -7.128127e-03 0.14798410
## 4630 Ntmt1 66617 15.136936 -7.160344e-03 0.15169485
## 4631 Dhx38 64340 28.579306 -7.179008e-03 0.13173085
## 4632 Rrs1 59014 47.241930 -7.193463e-03 0.12482339
## 4633 Snora44 100217418 14.384392 -7.276402e-03 0.43235223
## 4634 Cklf 75458 23.935418 -7.281256e-03 0.14088227
## 4635 Ccnk 12454 27.571301 -7.289149e-03 0.13369515
## 4636 Usp8 84092 27.924722 -7.307901e-03 0.13245314
## 4637 Ccar2 219158 54.007189 -7.339627e-03 0.12160663
## 4638 Usb1 101985 15.792860 -7.353623e-03 0.14862917
## 4639 Zfc3h1 216345 15.131093 -7.355149e-03 0.15066570
## 4640 Cirh1a <NA> 36.092308 -7.370298e-03 0.12913303
## 4641 Surf1 20930 26.254479 -7.375417e-03 0.13525321
## 4642 Prcc 94315 38.712056 -7.381096e-03 0.12225776
## 4643 Insl6 27356 20.962848 -7.381280e-03 0.14806961
## 4644 Galnt3 14425 10.795286 -7.427099e-03 0.16449169
## 4645 Snhg6 73824 70.830029 -7.429531e-03 0.10537897
## 4646 Snora28 100316932 33.452340 -7.446748e-03 0.43193887
## 4647 Sppl3 74585 26.577786 -7.450417e-03 0.13426710
## 4648 Actr3 74117 190.474356 -7.456053e-03 0.07808274
## 4649 Pag1 94212 26.592991 -7.457634e-03 0.15677937
## 4650 Spp1 20750 12.470872 -7.463947e-03 0.15763841
## 4651 Ubxn4 67812 26.922622 -7.485219e-03 0.13331780
## 4652 Heatr1 217995 25.611649 -7.487468e-03 0.13757983
## 4653 Cyb5b 66427 38.394750 -7.501313e-03 0.12319299
## 4654 Tmx4 52837 14.787083 -7.532078e-03 0.15041354
## 4655 Dhx9 13211 122.770069 -7.543027e-03 0.09271169
## 4656 Cep44 382010 14.788532 -7.553848e-03 0.15090750
## 4657 Ncdn 26562 14.462963 -7.578303e-03 0.15118595
## 4658 Hars2 70791 15.124914 -7.578585e-03 0.14945190
## 4659 Gimap9 317758 62.042835 -7.581208e-03 0.12839122
## 4660 Chst12 59031 10.800162 -7.586677e-03 0.16268665
## 4661 4930453N24Rik 67609 25.591577 -7.596294e-03 0.13605505
## 4662 Poldip3 73826 46.209897 -7.605210e-03 0.11902398
## 4663 Mmadhc 109129 47.859536 -7.606082e-03 0.11681547
## 4664 2810474O19Rik <NA> 23.947670 -7.613584e-03 0.13995050
## 4665 Slc39a9 328133 14.780923 -7.614165e-03 0.15035296
## 4666 Pxmp4 59038 14.113638 -7.617570e-03 0.15229274
## 4667 Cobll1 319876 14.453201 -7.630032e-03 0.15107963
## 4668 Phf20 228829 14.785203 -7.630766e-03 0.15070298
## 4669 Plod3 26433 14.131507 -7.634812e-03 0.15219660
## 4670 Mex3b 108797 12.142504 -7.653532e-03 0.15806715
## 4671 Suv420h2 <NA> 25.917645 -7.655153e-03 0.13537355
## 4672 Gtf3c6 67371 37.067805 -7.657417e-03 0.12517821
## 4673 Abcd3 19299 14.113218 -7.676674e-03 0.15196730
## 4674 Psmg2 107047 35.732271 -7.683728e-03 0.12678758
## 4675 Pet117 100048644 12.783264 -7.705747e-03 0.15630035
## 4676 Eva1b 230752 13.467310 -7.707358e-03 0.15379745
## 4677 1600012H06Rik 67912 14.459965 -7.709285e-03 0.15068784
## 4678 Ykt6 56418 47.511522 -7.718964e-03 0.11584325
## 4679 Ubfd1 28018 14.460810 -7.720034e-03 0.15084627
## 4680 Nup214 227720 14.458384 -7.730636e-03 0.15067242
## 4681 Rela 19697 36.387532 -7.733645e-03 0.12477055
## 4682 Prdm4 72843 14.461985 -7.734009e-03 0.15086212
## 4683 Agpat6 <NA> 25.587828 -7.741489e-03 0.13518330
## 4684 Nfrkb 235134 24.932717 -7.761912e-03 0.13624373
## 4685 Cntln 338349 11.780288 -7.773672e-03 0.15988258
## 4686 Dnajc13 235567 34.369205 -7.792627e-03 0.13001707
## 4687 Haus2 66296 14.122738 -7.801979e-03 0.15134396
## 4688 Pxdn 69675 18.109441 -7.809393e-03 0.31424690
## 4689 Clic4 29876 71.894224 -7.821449e-03 0.11510195
## 4690 Tnfrsf18 21936 7.805628 -7.825290e-03 0.17586046
## 4691 Dedd 21945 14.127755 -7.844653e-03 0.15125006
## 4692 Ppp4r2 232314 14.127755 -7.844653e-03 0.15125006
## 4693 Dok1 13448 23.275730 -7.867902e-03 0.14027056
## 4694 Polr3e 26939 13.469347 -7.870458e-03 0.15365349
## 4695 Praf2 54637 12.116069 -7.914661e-03 0.15756171
## 4696 Hist3h2ba <NA> 7.804993 -7.927475e-03 0.17422447
## 4697 Snx17 266781 66.437566 -7.944378e-03 0.10794980
## 4698 Zfp317 244713 13.460579 -7.963295e-03 0.15319760
## 4699 Med24 23989 35.056505 -7.985550e-03 0.12627755
## 4700 Malsu1 75593 23.251596 -7.990444e-03 0.13939496
## 4701 BC023829 <NA> 13.453211 -8.005140e-03 0.15260751
## 4702 Rab7 19349 87.043100 -8.032621e-03 0.09769522
## 4703 Gnpat 14712 35.057667 -8.038596e-03 0.12565598
## 4704 Rabif 98710 23.596235 -8.040672e-03 0.13778747
## 4705 Pfkp 56421 16.634304 -8.045784e-03 0.15512943
## 4706 Fam195b <NA> 54.997356 -8.046191e-03 0.11172502
## 4707 Pcca 110821 23.263090 -8.052977e-03 0.13840318
## 4708 Tor1b 30934 13.134273 -8.063386e-03 0.15350861
## 4709 Ppme1 72590 23.596990 -8.083868e-03 0.13756974
## 4710 Senp3 80886 45.540874 -8.116348e-03 0.11719096
## 4711 Tubgcp5 233276 13.125414 -8.119469e-03 0.15309561
## 4712 Pdcl3 68833 23.595182 -8.127660e-03 0.13788645
## 4713 Nisch 64652 44.083279 -8.143888e-03 0.13186638
## 4714 Tmem218 66279 11.119900 -8.159139e-03 0.15974424
## 4715 Gpsm3 106512 78.506050 -8.198060e-03 0.13686840
## 4716 Zeb1 21417 12.122864 -8.232428e-03 0.15667656
## 4717 Rbm15 229700 11.804390 -8.242726e-03 0.15720045
## 4718 Polrmt 216151 12.462484 -8.243360e-03 0.15489702
## 4719 Ube2a 22209 42.887161 -8.252874e-03 0.12091804
## 4720 Tmem70 70397 22.921317 -8.255030e-03 0.13904090
## 4721 Snip1 76793 22.602346 -8.301513e-03 0.13903271
## 4722 Thumpd3 14911 33.739342 -8.303996e-03 0.12741728
## 4723 Frmd8 67457 32.060899 -8.351911e-03 0.12974449
## 4724 Caap1 67770 12.129760 -8.360187e-03 0.15548119
## 4725 Uqcc1 56046 12.459653 -8.366340e-03 0.15449980
## 4726 Sugp2 234373 11.801136 -8.371607e-03 0.15667237
## 4727 Rfxap 170767 11.797022 -8.386223e-03 0.15620698
## 4728 Atg2a 329015 11.142272 -8.389775e-03 0.15863738
## 4729 Tmem131 56030 22.598174 -8.397804e-03 0.13852823
## 4730 Hhex 15242 56.510519 -8.403928e-03 0.12117120
## 4731 2210013O21Rik <NA> 29.732972 -8.405108e-03 0.13550029
## 4732 Ccdc66 320234 10.798598 -8.461611e-03 0.15931259
## 4733 Gtf3c4 269252 11.801981 -8.470988e-03 0.15643562
## 4734 Noc3l 57753 11.473613 -8.496318e-03 0.15771627
## 4735 Rapgef1 107746 31.745304 -8.500154e-03 0.12962622
## 4736 Cep70 68121 10.473076 -8.506045e-03 0.16071659
## 4737 Tmem165 21982 32.399061 -8.515668e-03 0.12795946
## 4738 Glrx 93692 31.728869 -8.540864e-03 0.12962163
## 4739 Ankrd10 102334 51.369482 -8.544867e-03 0.11593590
## 4740 Tada2b 231151 11.463471 -8.547816e-03 0.15680643
## 4741 Adnp2 240442 11.130492 -8.548846e-03 0.15784713
## 4742 Ccdc137 67291 11.142215 -8.582485e-03 0.15830676
## 4743 Slc35a2 22232 11.135674 -8.592953e-03 0.15776244
## 4744 Bhlhb9 70237 20.589440 -8.593119e-03 0.14332038
## 4745 Xpo1 103573 71.263345 -8.619517e-03 0.10511762
## 4746 Spryd4 66701 11.467072 -8.621137e-03 0.15668220
## 4747 Ncoa3 17979 18.622478 -8.646830e-03 0.14769399
## 4748 Ints2 70422 11.138373 -8.654493e-03 0.15797616
## 4749 Hspa13 110920 11.126079 -8.659417e-03 0.15762453
## 4750 Rabggta 56187 10.476587 -8.722675e-03 0.15988012
## 4751 Uhrf1bp1l 75089 10.801958 -8.737226e-03 0.15851734
## 4752 Adck5 268822 10.478772 -8.738303e-03 0.16007484
## 4753 Asb13 142688 10.474326 -8.747085e-03 0.15966779
## 4754 Casc3 192160 30.424118 -8.748288e-03 0.13125353
## 4755 Kti12 100087 39.904213 -8.756008e-03 0.12355219
## 4756 Pbdc1 67683 26.084565 -8.777030e-03 0.14127750
## 4757 Siah1a 20437 10.807065 -8.780947e-03 0.15858035
## 4758 Scyl1 78891 20.275214 -8.790622e-03 0.14233189
## 4759 Cetn2 26370 40.201398 -8.809190e-03 0.12309211
## 4760 Max 17187 67.682207 -8.829184e-03 0.10927324
## 4761 Vps18 228545 10.472745 -8.829950e-03 0.15941990
## 4762 Polr3f 70408 10.799489 -8.849627e-03 0.15870487
## 4763 Uqcc3 107197 48.044810 -8.855944e-03 0.11887156
## 4764 Mtg2 52856 10.799126 -8.877075e-03 0.15810118
## 4765 Pon3 269823 19.259271 -8.892492e-03 0.14462850
## 4766 C1galt1c1 59048 10.798885 -8.913638e-03 0.15810547
## 4767 Qrsl1 76563 10.798885 -8.913638e-03 0.15810547
## 4768 Zfp445 235682 30.418214 -8.928244e-03 0.13047973
## 4769 Supt7l 72195 10.801146 -8.934739e-03 0.15813370
## 4770 Cspp1 211660 10.472008 -8.948686e-03 0.15921846
## 4771 Med30 69790 40.210091 -8.959480e-03 0.12193426
## 4772 Hmgxb3 106894 10.139194 -9.044535e-03 0.15997483
## 4773 Arhgap12 75415 10.468332 -9.047418e-03 0.15879019
## 4774 Cebpg 12611 19.609694 -9.068354e-03 0.14281740
## 4775 Snapc1 75627 10.137703 -9.100885e-03 0.15997034
## 4776 Slc7a6 330836 26.768447 -9.105166e-03 0.13759845
## 4777 Relb 19698 9.147713 -9.122289e-03 0.16381523
## 4778 Atp6v0d1 11972 48.005419 -9.134026e-03 0.11665950
## 4779 Smarca2 67155 19.608037 -9.139837e-03 0.14267979
## 4780 Chmp1a 234852 28.746822 -9.200363e-03 0.13226619
## 4781 Tmem260 218989 8.145447 -9.236168e-03 0.16780919
## 4782 AI597479 98404 9.804723 -9.244989e-03 0.16059911
## 4783 Csnk1g1 214897 9.807588 -9.248662e-03 0.16102958
## 4784 Ankrd16 320816 8.818005 -9.250429e-03 0.16493854
## 4785 Taf2 319944 18.619813 -9.257963e-03 0.14487999
## 4786 Rhobtb2 246710 13.309184 -9.259667e-03 0.15922883
## 4787 Fam69b <NA> 12.816793 -9.272925e-03 0.17114653
## 4788 Sdhaf3 71238 17.288019 -9.285934e-03 0.14858644
## 4789 Qtrtd1 <NA> 9.149237 -9.297725e-03 0.16353303
## 4790 Zc3h13 67302 17.947420 -9.311888e-03 0.14612857
## 4791 2410004B18Rik 66421 18.285417 -9.328707e-03 0.14538226
## 4792 Herc3 73998 9.467496 -9.329306e-03 0.16172436
## 4793 Syf2 68592 82.252308 -9.342167e-03 0.10197862
## 4794 Gdap2 14547 9.136098 -9.363720e-03 0.16278106
## 4795 Gtf2h2 23894 18.605125 -9.372617e-03 0.14449211
## 4796 Lta4h 16993 55.467553 -9.376402e-03 0.11413520
## 4797 Rbm42 68035 45.684206 -9.392883e-03 0.11914191
## 4798 Ccdc6 76551 18.616740 -9.402406e-03 0.14447808
## 4799 Emc3 66087 37.213474 -9.404522e-03 0.12441416
## 4800 Cutc 66388 9.134384 -9.410745e-03 0.16329226
## 4801 Dennd5a 19347 25.740211 -9.427965e-03 0.13929454
## 4802 Bfar 67118 18.285341 -9.437646e-03 0.14500657
## 4803 Fam63b <NA> 17.608023 -9.447929e-03 0.14651292
## 4804 Ints8 72656 25.754034 -9.448142e-03 0.13713212
## 4805 R3hdm4 109284 45.362434 -9.456316e-03 0.11947485
## 4806 Twistnb <NA> 17.955558 -9.463098e-03 0.14608151
## 4807 Rps6kb1 72508 18.283926 -9.482945e-03 0.14486498
## 4808 Fancg 60534 9.138118 -9.486618e-03 0.16258590
## 4809 Tut1 70044 17.296305 -9.492547e-03 0.14795494
## 4810 Agps 228061 18.278007 -9.505582e-03 0.14492498
## 4811 Trio 223435 9.281311 -9.519840e-03 0.17458766
## 4812 Glod4 67201 25.403720 -9.533713e-03 0.13929383
## 4813 Cxcr4 12767 110.998521 -9.537537e-03 0.10797973
## 4814 4930503L19Rik 269033 8.799626 -9.549104e-03 0.16369362
## 4815 Gabarap 56486 145.381552 -9.561701e-03 0.08878836
## 4816 Rwdd4a 192174 17.946038 -9.562289e-03 0.14561694
## 4817 Med12 59024 17.291180 -9.588842e-03 0.14700588
## 4818 Gsn 227753 17.139710 -9.592529e-03 0.15662783
## 4819 Ltn1 78913 17.270407 -9.601090e-03 0.14727696
## 4820 Anapc2 99152 45.683742 -9.603428e-03 0.11796044
## 4821 Traf2 22030 16.939987 -9.604159e-03 0.14759205
## 4822 Rnaseh1 19819 17.289193 -9.608971e-03 0.14722833
## 4823 Ado 211488 8.810429 -9.656793e-03 0.16382993
## 4824 Kif5b 16573 46.021319 -9.667037e-03 0.11687728
## 4825 Nckap1l 105855 115.692225 -9.675625e-03 0.10028215
## 4826 March6 <NA> 25.765091 -9.678391e-03 0.13641699
## 4827 Scaf11 72193 43.703780 -9.726277e-03 0.12130537
## 4828 Wdr1 22388 95.867615 -9.728804e-03 0.09617589
## 4829 Plagl2 54711 15.959701 -9.750290e-03 0.14993118
## 4830 Larp4b 217980 26.752612 -9.753548e-03 0.13435185
## 4831 Lyl1 17095 160.382510 -9.754313e-03 0.09224570
## 4832 Man2b2 17160 16.945169 -9.758541e-03 0.14701505
## 4833 Wdr91 101240 16.292001 -9.780126e-03 0.14881939
## 4834 Rnf166 68718 16.950110 -9.825773e-03 0.14695330
## 4835 Ubtf 21429 63.324813 -9.825892e-03 0.10706079
## 4836 Atg101 68118 43.055076 -9.830628e-03 0.12265471
## 4837 Mir6388 102465205 426.614632 -9.853601e-03 0.43377527
## 4838 Cby1 73739 25.080272 -9.866187e-03 0.13696029
## 4839 Hnrnpul2 68693 71.775106 -9.871667e-03 0.10288443
## 4840 Clk2 12748 22.119842 -9.877193e-03 0.14394552
## 4841 Fam175b <NA> 16.616394 -9.888136e-03 0.14774982
## 4842 Rbm33 381626 16.295469 -9.933930e-03 0.14888881
## 4843 Tdp2 56196 34.881376 -9.936896e-03 0.12675492
## 4844 Dynll2 68097 51.481945 -9.939678e-03 0.11763622
## 4845 Rbm45 241490 34.892040 -9.939908e-03 0.12628264
## 4846 Arfgap2 77038 35.220846 -9.950140e-03 0.12556617
## 4847 Tubgcp4 51885 16.280329 -9.967876e-03 0.14834489
## 4848 Foxp4 74123 32.244928 -9.978550e-03 0.13144195
## 4849 Map2k4 26398 16.613563 -9.995373e-03 0.14743225
## 4850 Phax 56698 25.753343 -9.997194e-03 0.13510515
## 4851 Dcaf15 212123 25.097749 -1.000133e-02 0.13664666
## 4852 Chmp7 105513 23.430775 -1.003291e-02 0.14013114
## 4853 Commd7 99311 15.954608 -1.003904e-02 0.14879268
## 4854 Sec23b 27054 34.227662 -1.004349e-02 0.12672511
## 4855 Ptpn12 19248 25.091392 -1.006322e-02 0.13614264
## 4856 Rhot1 59040 16.282273 -1.006942e-02 0.14828876
## 4857 Rab29 226422 16.281669 -1.007074e-02 0.14798151
## 4858 Ncstn 59287 33.882693 -1.011213e-02 0.12754171
## 4859 Tyw1 100929 15.622474 -1.012298e-02 0.14946319
## 4860 Dnajc3 100037258 32.224877 -1.012706e-02 0.13033798
## 4861 Ppp3r1 19058 51.835546 -1.017729e-02 0.11479044
## 4862 Pdia4 12304 82.772368 -1.019222e-02 0.10445545
## 4863 Taf6 21343 23.747981 -1.020010e-02 0.13874892
## 4864 Ppp2r5e 26932 24.418278 -1.021808e-02 0.13719569
## 4865 Rbm27 225432 15.626844 -1.022295e-02 0.14951245
## 4866 Cabin1 104248 24.437412 -1.024188e-02 0.13726422
## 4867 Gnl2 230737 32.922476 -1.024419e-02 0.12968075
## 4868 Tmbim4 68212 48.538680 -1.025371e-02 0.11871776
## 4869 Dido1 23856 23.442423 -1.026036e-02 0.13968427
## 4870 Larp4 207214 15.296125 -1.027896e-02 0.15024406
## 4871 Nemf 66244 24.100336 -1.028466e-02 0.13768051
## 4872 Herc4 67345 30.603490 -1.030142e-02 0.13386999
## 4873 Aldh18a1 56454 30.919059 -1.032521e-02 0.13385670
## 4874 Cdc42se2 72729 49.509124 -1.033294e-02 0.11911344
## 4875 Rsph9 75564 9.949852 -1.033790e-02 0.16732141
## 4876 Fam193b 212483 21.789340 -1.033920e-02 0.14341583
## 4877 Wdr37 207615 14.950534 -1.037365e-02 0.15071794
## 4878 Terf1 21749 14.950280 -1.039295e-02 0.15061859
## 4879 Tex10 269536 24.093662 -1.040373e-02 0.13718357
## 4880 Gpalpp1 67467 15.287266 -1.041376e-02 0.14960854
## 4881 Rbm34 52202 15.288111 -1.041650e-02 0.14975868
## 4882 Prpf6 68879 32.570495 -1.041789e-02 0.12838770
## 4883 Pex19 19298 23.751615 -1.042288e-02 0.13835868
## 4884 Strn4 97387 31.918387 -1.049983e-02 0.13044046
## 4885 Bcl2l1 12048 39.063187 -1.050127e-02 0.12658553
## 4886 Slc39a11 69806 13.967072 -1.050407e-02 0.15336711
## 4887 Nus1 52014 23.437497 -1.050652e-02 0.13850537
## 4888 Polr1b 20017 12.315767 -1.051126e-02 0.15896552
## 4889 Setdb1 84505 23.105691 -1.051413e-02 0.13924209
## 4890 Tax1bp1 52440 73.940130 -1.052773e-02 0.10346272
## 4891 Polr3d 67065 13.637014 -1.052806e-02 0.15417152
## 4892 Ddx3x 13205 131.581910 -1.053298e-02 0.08961434
## 4893 Tpgs1 110012 23.094979 -1.053921e-02 0.13875094
## 4894 Zfp395 380912 13.280189 -1.055127e-02 0.15554092
## 4895 Snx19 102607 14.618641 -1.057170e-02 0.15089050
## 4896 Hdac3 15183 49.849013 -1.057288e-02 0.11440096
## 4897 Rbm15b 109095 31.242453 -1.057839e-02 0.13065406
## 4898 Ttc37 218343 14.298966 -1.060424e-02 0.15208262
## 4899 Jagn1 67767 30.581842 -1.060579e-02 0.13183493
## 4900 Appbp2 66884 23.090343 -1.063456e-02 0.13893129
## 4901 Sf3b3 101943 99.046126 -1.064100e-02 0.09476058
## 4902 Mospd1 70380 14.285015 -1.065248e-02 0.15182673
## 4903 Rpap1 68925 14.285528 -1.065389e-02 0.15199206
## 4904 Crip1 12925 1753.133411 -1.067024e-02 0.11935029
## 4905 Pdhb 68263 78.420147 -1.067676e-02 0.10420676
## 4906 Asb8 78541 13.959973 -1.069021e-02 0.15266962
## 4907 Tgtp1 21822 4.649733 -1.069484e-02 0.21750840
## 4908 Hectd3 76608 14.293029 -1.070459e-02 0.15159602
## 4909 Unc119b 106840 27.578779 -1.072837e-02 0.13824234
## 4910 Bloc1s6 18457 14.288450 -1.072924e-02 0.15170736
## 4911 Nrde2 217827 13.619659 -1.075540e-02 0.15355976
## 4912 Ankrd27 245886 13.964736 -1.076124e-02 0.15247998
## 4913 Ehmt1 77683 22.110114 -1.078526e-02 0.14048376
## 4914 Prkcsh 19089 85.900565 -1.079069e-02 0.10226069
## 4915 Matr3 17184 88.194971 -1.080364e-02 0.10093863
## 4916 Akirin2 433693 55.994288 -1.083430e-02 0.11156210
## 4917 Whamm 434204 12.634159 -1.086210e-02 0.15601282
## 4918 Fkbp3 30795 142.867264 -1.087361e-02 0.08391230
## 4919 Poll 56626 12.966566 -1.088040e-02 0.15512913
## 4920 Igsf8 140559 29.896299 -1.092873e-02 0.13194202
## 4921 Asf1a 66403 28.567578 -1.093152e-02 0.13492633
## 4922 Ntpcr 66566 13.297527 -1.095274e-02 0.15372895
## 4923 Pura 19290 11.291989 -1.095671e-02 0.16121767
## 4924 4930579G24Rik 75939 12.281672 -1.097527e-02 0.15707006
## 4925 Ndufs4 17993 52.319772 -1.098400e-02 0.11850191
## 4926 Dgcr14 <NA> 13.625083 -1.099572e-02 0.15268720
## 4927 Preb 50907 13.298206 -1.100389e-02 0.15371381
## 4928 Pi4kb 107650 21.431214 -1.100840e-02 0.14100929
## 4929 Acd 497652 29.900489 -1.101262e-02 0.13170525
## 4930 Fhod1 234686 12.966071 -1.101933e-02 0.15476287
## 4931 Trim44 80985 37.411370 -1.105516e-02 0.12675251
## 4932 Dvl2 13543 12.953294 -1.105548e-02 0.15462717
## 4933 4833420G17Rik 67392 28.271119 -1.105551e-02 0.13535256
## 4934 Ak3 56248 37.729819 -1.105830e-02 0.12470010
## 4935 Trmt61a 328162 11.976959 -1.106202e-02 0.15839328
## 4936 Rnf6 74132 21.773490 -1.106270e-02 0.14045210
## 4937 Slc25a51 230125 27.591871 -1.107211e-02 0.13640163
## 4938 Zfp335 329559 12.963810 -1.109177e-02 0.15443429
## 4939 Lman2 66890 54.997896 -1.111186e-02 0.11147829
## 4940 Bphl 68021 14.767986 -1.112054e-02 0.15735544
## 4941 Crtc2 74343 19.453165 -1.112094e-02 0.14555340
## 4942 Samd4b 233033 13.292948 -1.112172e-02 0.15335478
## 4943 Pdxdc1 94184 20.761312 -1.113998e-02 0.14289687
## 4944 Eral1 57837 13.291532 -1.114291e-02 0.15334325
## 4945 Egln2 112406 28.920185 -1.114484e-02 0.13318275
## 4946 Gtf2h1 14884 29.914772 -1.114999e-02 0.13102448
## 4947 Srd5a3 57357 11.968969 -1.115970e-02 0.15729204
## 4948 Acbd3 170760 28.913758 -1.118033e-02 0.13309471
## 4949 Dnajb1 81489 35.737668 -1.118370e-02 0.12835979
## 4950 2900097C17Rik <NA> 12.962153 -1.119580e-02 0.15427058
## 4951 Gm17066 <NA> 11.644036 -1.122025e-02 0.15854967
## 4952 Stam 20844 12.625738 -1.122760e-02 0.15499334
## 4953 Msl2 77853 45.858432 -1.127047e-02 0.11744424
## 4954 Fiz1 23877 20.765287 -1.128711e-02 0.14180600
## 4955 Nelfb 58202 45.855435 -1.129670e-02 0.11739952
## 4956 Nbeal2 235627 12.302628 -1.130042e-02 0.15599488
## 4957 Srp72 66661 54.345878 -1.130269e-02 0.11246413
## 4958 Cox19 68033 27.246024 -1.139044e-02 0.13537632
## 4959 Dhx29 218629 12.630184 -1.139860e-02 0.15473102
## 4960 Susd6 217684 11.970342 -1.143632e-02 0.15694473
## 4961 Tmem134 66990 40.548241 -1.144605e-02 0.12728923
## 4962 Hgh1 59053 18.463392 -1.145176e-02 0.14744807
## 4963 Dcun1d1 114893 12.298711 -1.145341e-02 0.15560078
## 4964 Rasgrp2 19395 228.387103 -1.149264e-02 0.08497243
## 4965 Zzz3 108946 12.299390 -1.149630e-02 0.15561812
## 4966 Gripap1 54645 19.119044 -1.150506e-02 0.14524337
## 4967 Phc2 54383 44.196503 -1.150514e-02 0.11953004
## 4968 Mtmr4 170749 19.115367 -1.150927e-02 0.14519755
## 4969 Mark3 17169 36.716258 -1.152360e-02 0.12486596
## 4970 Pdia3 14827 244.253190 -1.152420e-02 0.08124135
## 4971 Bloc1s1 14533 76.587872 -1.153209e-02 0.11072666
## 4972 Dusp12 80915 12.294373 -1.153789e-02 0.15540688
## 4973 Zbed6 667118 11.311090 -1.154692e-02 0.15906360
## 4974 Psap 19156 271.841126 -1.156989e-02 0.08181772
## 4975 Tmc6 217353 99.977847 -1.158526e-02 0.11115657
## 4976 Smad3 17127 41.506868 -1.162053e-02 0.12485744
## 4977 Tsg101 22088 28.246594 -1.162797e-02 0.13286068
## 4978 Slc4a1ap 20534 19.779248 -1.163224e-02 0.14329473
## 4979 Polr2g 67710 75.119693 -1.163301e-02 0.10211761
## 4980 Foxk1 17425 11.636702 -1.164640e-02 0.15743640
## 4981 Wdr83os 414077 42.850662 -1.165127e-02 0.12271159
## 4982 Rars2 109093 19.771158 -1.165817e-02 0.14334715
## 4983 Zscan26 432731 11.962238 -1.166345e-02 0.15618433
## 4984 Ndufb3 66495 110.132255 -1.166384e-02 0.09665464
## 4985 Polr3a 218832 10.972489 -1.166493e-02 0.15945849
## 4986 Cfap97 66756 11.963578 -1.167446e-02 0.15620191
## 4987 Pim2 18715 9.314885 -1.168024e-02 0.16582249
## 4988 2410002F23Rik 668661 27.797887 -1.169114e-02 0.14331224
## 4989 Coa5 76178 35.060550 -1.169611e-02 0.12705748
## 4990 Cnot6 104625 49.988636 -1.170085e-02 0.11899713
## 4991 Gtf3c3 98488 11.628446 -1.171031e-02 0.15740055
## 4992 Trp53rka 381406 11.303133 -1.171775e-02 0.15823721
## 4993 Slfn2 20556 23.968266 -1.175838e-02 0.15548798
## 4994 Smad5 17129 19.108063 -1.175988e-02 0.14484442
## 4995 Nol9 74035 24.288344 -1.176535e-02 0.14158735
## 4996 Plcg2 234779 96.390948 -1.177894e-02 0.10588028
## 4997 Rif1 51869 19.101706 -1.178275e-02 0.14462389
## 4998 Exoc5 105504 25.913827 -1.179885e-02 0.13697449
## 4999 Lysmd3 80289 10.632355 -1.180146e-02 0.16056914
## 5000 Pcdhgc3 93706 18.943110 -1.181285e-02 0.15253771
## 5001 Ripk3 56532 31.415198 -1.185002e-02 0.13382355
## 5002 E430025E21Rik <NA> 26.241727 -1.185270e-02 0.13624171
## 5003 Scamp4 56214 25.605012 -1.188288e-02 0.13773121
## 5004 Trappc6a 67091 30.755262 -1.188631e-02 0.13499482
## 5005 Derl1 67819 39.560572 -1.188719e-02 0.12630598
## 5006 Ube3b 117146 26.913756 -1.188757e-02 0.13434995
## 5007 Dctn1 13191 34.715100 -1.189195e-02 0.12746580
## 5008 Chuk 12675 19.109811 -1.189863e-02 0.14425300
## 5009 Pptc7 320717 10.643880 -1.190839e-02 0.16025104
## 5010 Smad4 17128 34.722212 -1.192416e-02 0.12748689
## 5011 Fam73a <NA> 11.295632 -1.193011e-02 0.15780714
## 5012 Thop1 50492 18.125923 -1.194443e-02 0.14673557
## 5013 BC029722 613262 25.573738 -1.194963e-02 0.13800614
## 5014 Zbtb1 268564 17.792264 -1.196074e-02 0.14731472
## 5015 Psme4 103554 25.920530 -1.196577e-02 0.13657898
## 5016 Pmpcb 73078 41.854523 -1.198353e-02 0.12165549
## 5017 Itgav 16410 9.295154 -1.199220e-02 0.16575642
## 5018 Smpd2 20598 9.639037 -1.199996e-02 0.16391556
## 5019 Cbr1 12408 11.800661 -1.201816e-02 0.16408642
## 5020 Fam120b 67544 10.307465 -1.202858e-02 0.16092107
## 5021 Nol11 68979 26.590348 -1.203121e-02 0.13514028
## 5022 Slc7a7 20540 29.402726 -1.203635e-02 0.14953670
## 5023 Ccdc28b 66264 23.912137 -1.205100e-02 0.14037549
## 5024 Dusp22 105352 10.636361 -1.205174e-02 0.15979212
## 5025 Dhcr7 13360 18.112214 -1.205537e-02 0.14615844
## 5026 Nkap 67050 10.963663 -1.205545e-02 0.15867424
## 5027 Stx18 71116 10.964400 -1.205883e-02 0.15846148
## 5028 Naa15 74838 41.547341 -1.206216e-02 0.12303735
## 5029 Fam122a 68034 10.306819 -1.206619e-02 0.16111850
## 5030 Ankrd46 68839 17.437833 -1.208391e-02 0.14780127
## 5031 Trim35 66854 47.694384 -1.208899e-02 0.11924488
## 5032 Nbr1 17966 25.931979 -1.210370e-02 0.13607812
## 5033 Tbpl1 237336 18.108371 -1.213485e-02 0.14585747
## 5034 Ddx52 78394 25.914038 -1.215044e-02 0.13603347
## 5035 Tefm 68550 10.637448 -1.217505e-02 0.15946873
## 5036 Galk2 69976 18.108447 -1.217890e-02 0.14559669
## 5037 Cox15 226139 10.634209 -1.219857e-02 0.15963406
## 5038 Zkscan6 52712 10.304634 -1.220854e-02 0.16052836
## 5039 Ap5s1 69596 9.637349 -1.221775e-02 0.16309102
## 5040 Emp1 13730 147.899671 -1.222442e-02 0.14068393
## 5041 Hyls1 76832 17.106799 -1.224671e-02 0.14841761
## 5042 Uba6 231380 10.632869 -1.225015e-02 0.15943850
## 5043 Paip1 218693 17.781087 -1.225016e-02 0.14648130
## 5044 Ercc2 13871 17.453531 -1.225697e-02 0.14722158
## 5045 Thap3 69876 17.453531 -1.225697e-02 0.14722158
## 5046 Dot1l 208266 17.786511 -1.226654e-02 0.14638470
## 5047 Dcaf4 73828 10.635866 -1.227258e-02 0.15925678
## 5048 Mavs 228607 20.294235 -1.228124e-02 0.14838438
## 5049 Dpp8 74388 55.473282 -1.228505e-02 0.11361668
## 5050 Dync1i2 13427 62.650682 -1.229267e-02 0.10943226
## 5051 Dcaf17 75763 9.967108 -1.229857e-02 0.16210793
## 5052 Agap2 216439 16.457350 -1.230265e-02 0.14956396
## 5053 Raf1 110157 40.867576 -1.230456e-02 0.12221473
## 5054 Pik3r5 320207 7.988546 -1.231248e-02 0.17087724
## 5055 Zfp81 224694 16.120364 -1.232666e-02 0.15035917
## 5056 Tbc1d13 70296 16.786322 -1.233312e-02 0.14863699
## 5057 Elac2 68626 17.783514 -1.234680e-02 0.14622630
## 5058 Wdr13 73447 9.645381 -1.235043e-02 0.16292717
## 5059 Pole4 66979 40.540744 -1.235639e-02 0.12204753
## 5060 Pex2 19302 17.108951 -1.235672e-02 0.14780527
## 5061 Soat1 20652 15.460432 -1.236383e-02 0.15209736
## 5062 Mphosph8 75339 24.255486 -1.239013e-02 0.13852314
## 5063 Dzip3 224170 9.626926 -1.241892e-02 0.16275084
## 5064 Pdcd11 18572 16.461498 -1.242294e-02 0.14987780
## 5065 Serinc3 26943 927.040492 -1.243188e-02 0.06460221
## 5066 Ctnnd1 12388 15.930411 -1.243358e-02 0.17128380
## 5067 Cox10 70383 10.300055 -1.243851e-02 0.16007234
## 5068 Pip4k2b 108083 28.079070 -1.243862e-02 0.13947342
## 5069 Phf1 21652 8.981093 -1.244235e-02 0.16534003
## 5070 Cwc22 80744 17.447461 -1.245071e-02 0.14690544
## 5071 Aip 11632 51.169317 -1.245318e-02 0.12023513
## 5072 Mllt3 70122 8.636093 -1.245923e-02 0.16680569
## 5073 Plaa 18786 17.445442 -1.247831e-02 0.14662023
## 5074 Rdh11 17252 24.261254 -1.253655e-02 0.13801391
## 5075 Mrs2 380836 17.112628 -1.253983e-02 0.14723089
## 5076 Ppp5c 19060 68.495695 -1.254816e-02 0.10877928
## 5077 Apool 68117 31.722449 -1.255231e-02 0.13085994
## 5078 Med31 67279 9.630769 -1.256676e-02 0.16236961
## 5079 Cd55 13136 19.472681 -1.256835e-02 0.15599086
## 5080 Rhbdd1 76867 9.632033 -1.257119e-02 0.16251254
## 5081 Gmpr2 105446 31.402949 -1.259078e-02 0.13062807
## 5082 Tmem19 67226 9.969260 -1.260035e-02 0.16102156
## 5083 Rcor1 217864 24.261012 -1.262034e-02 0.13778954
## 5084 Fastk 66587 24.270550 -1.262344e-02 0.13803124
## 5085 Mis12 67139 23.914869 -1.266512e-02 0.13873438
## 5086 Rmnd5a 68477 31.397573 -1.271152e-02 0.13078855
## 5087 Usp16 74112 23.934980 -1.271533e-02 0.13836631
## 5088 Mllt10 17354 24.263711 -1.271564e-02 0.13775544
## 5089 Trabd 67976 33.590648 -1.273509e-02 0.13424505
## 5090 Pigk 329777 9.297638 -1.274008e-02 0.16340807
## 5091 Tpd52 21985 43.680054 -1.274406e-02 0.12499122
## 5092 Vps45 22365 9.300876 -1.274737e-02 0.16315734
## 5093 Mtg1 212508 9.311755 -1.275285e-02 0.16343246
## 5094 A630001G21Rik 319997 28.420736 -1.276082e-02 0.13656678
## 5095 Prcp 72461 23.929240 -1.277963e-02 0.13837246
## 5096 Zmpste24 230709 31.396010 -1.279449e-02 0.13071551
## 5097 Pias1 56469 23.586468 -1.280360e-02 0.13871620
## 5098 Fcrl1 229499 39.456117 -1.281814e-02 0.16186159
## 5099 Spopl 76857 9.304553 -1.282692e-02 0.16297437
## 5100 Ercc1 13870 9.302971 -1.285421e-02 0.16296542
## 5101 Tgs1 116940 16.125007 -1.286933e-02 0.14928430
## 5102 Dennd6a 211922 15.781828 -1.289390e-02 0.14992203
## 5103 Idh2 269951 88.237975 -1.289655e-02 0.10062539
## 5104 Hdhd2 76987 15.787705 -1.290553e-02 0.15027658
## 5105 Ldah 68832 23.256443 -1.293870e-02 0.13934197
## 5106 Taf13 99730 14.793180 -1.296010e-02 0.15260819
## 5107 Zfp219 69890 13.794000 -1.296166e-02 0.15537155
## 5108 Ppp2r2d 52432 30.393891 -1.296676e-02 0.13179257
## 5109 Parn 74108 16.119749 -1.297501e-02 0.14899225
## 5110 Akap10 56697 15.461640 -1.299380e-02 0.15068470
## 5111 Neurl4 216860 15.130000 -1.301414e-02 0.15153753
## 5112 Haus7 73738 15.781994 -1.303727e-02 0.14948503
## 5113 Nvl 67459 22.940445 -1.306456e-02 0.13997951
## 5114 Zyx 22793 13.625825 -1.307343e-02 0.16245703
## 5115 Med27 68975 22.261710 -1.307998e-02 0.14140279
## 5116 Parvg 64099 118.210630 -1.310678e-02 0.11281154
## 5117 Yaf2 67057 21.928112 -1.311894e-02 0.14154878
## 5118 Rassf3 192678 45.028161 -1.312897e-02 0.11899884
## 5119 Colq 382864 18.810619 -1.315208e-02 0.18238514
## 5120 Ash2l 23808 30.407843 -1.318411e-02 0.13086876
## 5121 Coasy 71743 15.454121 -1.319179e-02 0.15005857
## 5122 Diablo 66593 21.933956 -1.319668e-02 0.14125166
## 5123 Trim56 384309 14.463726 -1.319714e-02 0.15303887
## 5124 Ripk1 19766 15.121307 -1.320807e-02 0.15088356
## 5125 Cryzl1 66609 14.792094 -1.322457e-02 0.15183518
## 5126 Trnt1 70047 28.762864 -1.323757e-02 0.13458644
## 5127 Qser1 99003 14.449220 -1.324413e-02 0.15317400
## 5128 H2-Q9 110558 7.811213 -1.324511e-02 0.17898018
## 5129 Birc6 12211 36.077494 -1.325401e-02 0.13472232
## 5130 Ikbkb 16150 33.262737 -1.328622e-02 0.13313621
## 5131 Acly 104112 79.453663 -1.333101e-02 0.10171029
## 5132 Lmbrd1 68421 13.121037 -1.333450e-02 0.15638564
## 5133 Rogdi 66049 12.142142 -1.335860e-02 0.16025157
## 5134 Itga4 16401 62.866919 -1.337288e-02 0.12552538
## 5135 Ccdc53 <NA> 21.930013 -1.338742e-02 0.14140893
## 5136 Cirbp 12696 45.647906 -1.341514e-02 0.13354848
## 5137 Btbd1 83962 21.925884 -1.342008e-02 0.14082961
## 5138 Crlf3 54394 83.607778 -1.342127e-02 0.10167203
## 5139 Copa 12847 78.075266 -1.346014e-02 0.10176366
## 5140 Fam134c <NA> 42.381213 -1.347995e-02 0.12204048
## 5141 Rsrc1 66880 21.929410 -1.348474e-02 0.14082867
## 5142 Hjurp 381280 14.112234 -1.349592e-02 0.15343695
## 5143 Rp2h <NA> 19.615848 -1.351888e-02 0.14605741
## 5144 Elavl1 15568 21.933823 -1.352235e-02 0.14053254
## 5145 Mtmr6 219135 20.277785 -1.353486e-02 0.14434303
## 5146 Tln1 21894 85.774907 -1.360004e-02 0.10527062
## 5147 Snx10 71982 12.982831 -1.361884e-02 0.16381812
## 5148 Prosc <NA> 14.118998 -1.362275e-02 0.15310165
## 5149 Zscan21 22697 14.452383 -1.362350e-02 0.15201805
## 5150 Anxa1 16952 198.088125 -1.370457e-02 0.10157227
## 5151 Mtfr1l 76824 27.754706 -1.371560e-02 0.13524037
## 5152 1110008P14Rik <NA> 19.609250 -1.372420e-02 0.14541442
## 5153 Trmt10c 52575 26.440163 -1.373138e-02 0.13793865
## 5154 Mbip 217588 13.784362 -1.374474e-02 0.15385139
## 5155 2310067B10Rik <NA> 14.118833 -1.375042e-02 0.15276541
## 5156 Fam53a 74504 20.614728 -1.381534e-02 0.14314402
## 5157 Shkbp1 192192 26.761990 -1.381822e-02 0.13637560
## 5158 Ccdc174 232236 19.940978 -1.384426e-02 0.14427547
## 5159 Rala 56044 26.410603 -1.387698e-02 0.13741911
## 5160 Surf4 20932 69.286497 -1.389362e-02 0.10517251
## 5161 Ptp4a3 19245 253.769708 -1.390445e-02 0.10580874
## 5162 Sec22b 20333 33.879614 -1.395523e-02 0.12921543
## 5163 Socs4 67296 18.287804 -1.395926e-02 0.14814997
## 5164 Galns 50917 12.790771 -1.396218e-02 0.15622359
## 5165 Dazap2 23994 211.380895 -1.397358e-02 0.07873626
## 5166 Sbf1 77980 26.104440 -1.398340e-02 0.13779985
## 5167 Ccnt1 12455 18.292085 -1.399617e-02 0.14827746
## 5168 Thrap3 230753 60.124021 -1.400014e-02 0.11420700
## 5169 Nat2 17961 13.458387 -1.401117e-02 0.15401653
## 5170 Ampd2 109674 18.625744 -1.401951e-02 0.14757237
## 5171 Brd8 78656 32.550701 -1.403912e-02 0.13238252
## 5172 Pigt 78928 61.129173 -1.405051e-02 0.11024297
## 5173 Gpn1 74254 20.272922 -1.405164e-02 0.14345253
## 5174 Srsf6 67996 117.220083 -1.406814e-02 0.09631328
## 5175 Slc35b3 108652 13.458221 -1.407483e-02 0.15386006
## 5176 Itpk1 217837 13.127535 -1.407584e-02 0.15527454
## 5177 Dpf2 19708 32.880104 -1.407794e-02 0.13072784
## 5178 Ccdc134 76457 12.794688 -1.407941e-02 0.15586088
## 5179 Dpy19l4 381510 12.117147 -1.408397e-02 0.15816063
## 5180 Srek1ip1 67288 19.599610 -1.410393e-02 0.14476482
## 5181 Timm21 67105 27.087394 -1.411462e-02 0.13484605
## 5182 Tgtp2 100039796 11.973094 -1.413687e-02 0.16617860
## 5183 Slc35e1 270066 13.125407 -1.415463e-02 0.15462188
## 5184 Ccdc117 104479 18.615602 -1.416492e-02 0.14673822
## 5185 Ccnd2 12444 12.988248 -1.417001e-02 0.18748081
## 5186 Psen2 19165 16.291481 -1.417370e-02 0.15284947
## 5187 Ttc7b 104718 13.121674 -1.419447e-02 0.15479394
## 5188 Srgap2 14270 12.791724 -1.421026e-02 0.15601532
## 5189 Ralgapa1 56784 12.795292 -1.421535e-02 0.15573815
## 5190 Sbk1 104175 45.350726 -1.421934e-02 0.13911534
## 5191 Rnf19b 75234 16.632144 -1.422623e-02 0.15189919
## 5192 Irak4 266632 12.132827 -1.425396e-02 0.15754694
## 5193 Smg8 74133 12.794854 -1.428179e-02 0.15535819
## 5194 Cnot4 53621 12.469242 -1.429594e-02 0.15654294
## 5195 Ylpm1 56531 19.283174 -1.431077e-02 0.14503427
## 5196 Fam58b <NA> 19.608876 -1.431171e-02 0.14411593
## 5197 Polr3k 67005 25.764864 -1.431601e-02 0.13732124
## 5198 Opa1 74143 19.602112 -1.433624e-02 0.14403377
## 5199 Emc2 66736 39.371136 -1.435608e-02 0.12428984
## 5200 Bcap31 27061 138.736759 -1.437129e-02 0.08954200
## 5201 Dnaja1 15502 25.760931 -1.438327e-02 0.13697211
## 5202 Fuca1 71665 26.078874 -1.439023e-02 0.13616467
## 5203 Igf2bp3 140488 7.685627 -1.440197e-02 0.21098914
## 5204 Dhx32 101437 12.125988 -1.443594e-02 0.15719895
## 5205 Phkg2 68961 31.906880 -1.448606e-02 0.13088511
## 5206 Pot1a 101185 12.456046 -1.448840e-02 0.15605939
## 5207 Mast3 546071 20.457206 -1.451218e-02 0.14904609
## 5208 Zhx1 22770 18.281569 -1.453525e-02 0.14682063
## 5209 Dtx3l 209200 24.443509 -1.455933e-02 0.13972429
## 5210 Adal 75894 11.798960 -1.457111e-02 0.15818940
## 5211 Pdcd2l 68079 17.628358 -1.457406e-02 0.14892336
## 5212 Csnk1g3 70425 18.942104 -1.457876e-02 0.14515298
## 5213 Rictor 78757 10.812151 -1.464546e-02 0.16157320
## 5214 Mettl6 67011 28.241783 -1.464584e-02 0.13834440
## 5215 Gbp3 55932 12.965991 -1.466196e-02 0.16168350
## 5216 Spata2 263876 12.126833 -1.466400e-02 0.15677922
## 5217 Zfand6 65098 68.990838 -1.466462e-02 0.11708740
## 5218 Tmem179b 67706 44.512139 -1.468342e-02 0.12148483
## 5219 Xist 213742 43.360901 -1.468700e-02 0.44027304
## 5220 Sumo1 22218 77.579270 -1.470067e-02 0.10374268
## 5221 1810009A15Rik 66276 64.952837 -1.472453e-02 0.10857134
## 5222 Icmt 57295 17.944417 -1.474265e-02 0.14709427
## 5223 Zfp346 26919 11.797695 -1.477843e-02 0.15758496
## 5224 Thoc2 331401 24.762852 -1.478689e-02 0.13796026
## 5225 Dgka 13139 121.970261 -1.480047e-02 0.15071317
## 5226 Ipo8 320727 18.270723 -1.480179e-02 0.14620360
## 5227 Grk5 14773 11.468482 -1.482684e-02 0.15865499
## 5228 Tmem43 74122 17.939763 -1.484032e-02 0.14706288
## 5229 Tfam 21780 24.086303 -1.485884e-02 0.13933353
## 5230 Khdrbs1 20218 101.156021 -1.486521e-02 0.09741427
## 5231 Nit1 27045 11.460544 -1.487554e-02 0.15849508
## 5232 Crebrf 77128 11.796883 -1.487955e-02 0.15760611
## 5233 Glmn 170823 11.796717 -1.488255e-02 0.15760504
## 5234 4833439L19Rik 97820 31.579134 -1.488892e-02 0.13059355
## 5235 Hps5 246694 11.467580 -1.489781e-02 0.15866627
## 5236 Usp12 22217 17.938513 -1.490191e-02 0.14693511
## 5237 Ppil2 66053 43.871367 -1.491089e-02 0.12110726
## 5238 Flcn 216805 15.966217 -1.491945e-02 0.15212802
## 5239 AK010878 <NA> 11.461642 -1.492264e-02 0.15852157
## 5240 Galt 14430 10.478766 -1.492602e-02 0.16227176
## 5241 2510002D24Rik 72307 16.951927 -1.493467e-02 0.14925128
## 5242 Exoc7 53413 16.936609 -1.495849e-02 0.14967189
## 5243 Arhgap26 71302 9.796239 -1.496661e-02 0.16520973
## 5244 Wdr3 269470 29.931068 -1.497063e-02 0.13411599
## 5245 Parp6 67287 17.617631 -1.497837e-02 0.14743219
## 5246 Hsd17b4 15488 33.711495 -1.497996e-02 0.13464554
## 5247 Ino80b 70020 30.901937 -1.499233e-02 0.13192161
## 5248 Upf3a 67031 30.576458 -1.500590e-02 0.13234464
## 5249 Bcas3 192197 10.807134 -1.502370e-02 0.16067280
## 5250 Zfp593 68040 11.133217 -1.503189e-02 0.15988482
## 5251 Ogt 108155 52.594753 -1.503646e-02 0.13324409
## 5252 Mios 252875 17.611319 -1.504636e-02 0.14761972
## 5253 N4bp2l2 381695 11.467746 -1.506290e-02 0.15829110
## 5254 Taf7 24074 10.804303 -1.507288e-02 0.16065751
## 5255 Cd164 53599 115.271527 -1.508475e-02 0.09838673
## 5256 Fam206a <NA> 11.464748 -1.511438e-02 0.15827358
## 5257 Mettl23 74319 16.943265 -1.511486e-02 0.14900661
## 5258 Bmi1 12151 21.109571 -1.514102e-02 0.14531014
## 5259 Mon1b 270096 11.128333 -1.518402e-02 0.15911928
## 5260 Alkbh3 69113 16.941792 -1.519221e-02 0.14912899
## 5261 Slc25a17 20524 42.525307 -1.519436e-02 0.12274585
## 5262 Sgta 52551 36.712047 -1.519808e-02 0.12625819
## 5263 Gmeb2 229004 17.278746 -1.520541e-02 0.14792504
## 5264 Fxr1 14359 56.834182 -1.520894e-02 0.11228823
## 5265 Fkrp 243853 17.274980 -1.524147e-02 0.14773026
## 5266 Actr2 66713 146.742232 -1.525398e-02 0.08454929
## 5267 Cog2 76332 17.277844 -1.526733e-02 0.14793129
## 5268 Pick1 18693 9.811391 -1.527911e-02 0.16401946
## 5269 Bloc1s2 73689 16.951794 -1.528469e-02 0.14871607
## 5270 Rbm4 19653 15.286218 -1.529351e-02 0.15285164
## 5271 Plekho1 67220 64.810688 -1.532535e-02 0.13474632
## 5272 4921525O09Rik 74050 23.791040 -1.532785e-02 0.15124528
## 5273 Myo18a 360013 16.944351 -1.537379e-02 0.14836794
## 5274 Xiap 11798 29.568589 -1.538644e-02 0.13298223
## 5275 Sap130 269003 23.087472 -1.539726e-02 0.14005745
## 5276 Tmem42 66079 9.799942 -1.540092e-02 0.16368695
## 5277 Gpatch8 237943 16.948707 -1.540334e-02 0.14843026
## 5278 Ankrd52 237615 22.763822 -1.540994e-02 0.14139844
## 5279 Kras 16653 28.585969 -1.543741e-02 0.13522232
## 5280 Actr8 56249 21.103803 -1.544021e-02 0.14443167
## 5281 Tesk1 21754 9.476018 -1.547895e-02 0.16521496
## 5282 R3hcc1l 52013 10.460387 -1.547978e-02 0.16100706
## 5283 Usp42 76800 10.799799 -1.548182e-02 0.15983909
## 5284 Edem3 66967 10.469741 -1.550021e-02 0.16096723
## 5285 Dph5 69740 14.969936 -1.550287e-02 0.15403159
## 5286 Mus81 71711 10.464725 -1.550857e-02 0.16088938
## 5287 Tmem206 <NA> 9.812236 -1.551389e-02 0.16363935
## 5288 Pim1 18712 59.073155 -1.551954e-02 0.14875003
## 5289 Trib3 228775 10.304884 -1.554161e-02 0.16909400
## 5290 Ndor1 78797 14.971186 -1.555059e-02 0.15388603
## 5291 Nop56 67134 110.285906 -1.556820e-02 0.10907515
## 5292 Tmem176a 66058 47.012136 -1.559192e-02 0.12073027
## 5293 Gmip 78816 22.802316 -1.559556e-02 0.15249609
## 5294 Ccdc69 52570 15.609030 -1.563081e-02 0.15137862
## 5295 Tmem80 71448 9.805067 -1.563819e-02 0.16353216
## 5296 Col4a3bp <NA> 20.785393 -1.564365e-02 0.14500638
## 5297 Ncbp2 68092 34.051582 -1.566487e-02 0.13071716
## 5298 Lime1 72699 15.484939 -1.567158e-02 0.15850633
## 5299 Mcat 223722 15.622316 -1.567208e-02 0.15137761
## 5300 Tfe3 209446 28.913085 -1.567994e-02 0.13347137
## 5301 Camk2g 12325 14.954597 -1.568215e-02 0.15305147
## 5302 Fli1 14247 45.006431 -1.570715e-02 0.12383993
## 5303 Gcn1l1 <NA> 32.429137 -1.572053e-02 0.13385923
## 5304 8430419L09Rik <NA> 25.568478 -1.572320e-02 0.14134831
## 5305 Poc5 67463 10.129517 -1.572722e-02 0.16194434
## 5306 Fam103a1 <NA> 22.424633 -1.573213e-02 0.14086181
## 5307 Rnf114 81018 42.392461 -1.573395e-02 0.12814182
## 5308 Nat9 66176 10.130438 -1.573419e-02 0.16195656
## 5309 Ercc6 319955 8.155990 -1.574768e-02 0.17101552
## 5310 Exoc1 69940 15.948475 -1.575242e-02 0.15058527
## 5311 Lmbr1l 74775 17.137660 -1.576885e-02 0.15375640
## 5312 Pgap2 233575 15.297700 -1.577296e-02 0.15215499
## 5313 Zfp280b 64453 10.134609 -1.577502e-02 0.16182078
## 5314 Mical3 194401 9.143644 -1.577700e-02 0.16623159
## 5315 Tmem39a 67846 10.132514 -1.577858e-02 0.16174188
## 5316 Terf2ip 57321 10.137531 -1.578078e-02 0.16179720
## 5317 1700123O20Rik 58248 25.590164 -1.578411e-02 0.14010118
## 5318 Zfp706 68036 93.552880 -1.578704e-02 0.10048294
## 5319 Bicd2 76895 15.618296 -1.579504e-02 0.15097806
## 5320 Zfp746 69228 14.960878 -1.582274e-02 0.15290755
## 5321 Sephs1 109079 22.090917 -1.585779e-02 0.14139589
## 5322 Pcf11 74737 21.442403 -1.586629e-02 0.14279252
## 5323 Rnf144a 108089 14.621276 -1.586671e-02 0.15427962
## 5324 Stk24 223255 113.648384 -1.588959e-02 0.09082976
## 5325 Edem2 108687 22.099172 -1.589021e-02 0.14118060
## 5326 Hnrnpa0 77134 265.297778 -1.590077e-02 0.07346212
## 5327 Mbtps2 270669 10.133194 -1.590621e-02 0.16159716
## 5328 Ergic2 67456 28.576537 -1.590667e-02 0.13362050
## 5329 Serinc5 218442 15.449198 -1.592437e-02 0.15725254
## 5330 9130011E15Rik <NA> 9.463666 -1.592677e-02 0.16438727
## 5331 Arfip1 99889 14.941249 -1.593074e-02 0.15263102
## 5332 Gskip 66787 9.800304 -1.593107e-02 0.16288937
## 5333 Cntrl 26920 27.577815 -1.595167e-02 0.13605513
## 5334 Ptcd2 68927 28.246060 -1.595461e-02 0.13411107
## 5335 Tmem222 52174 34.390445 -1.597260e-02 0.12833849
## 5336 1700020I14Rik <NA> 45.031946 -1.597463e-02 0.12215985
## 5337 Wdr59 319481 9.805562 -1.597553e-02 0.16276837
## 5338 Eya3 14050 15.618054 -1.600038e-02 0.15058705
## 5339 Mier1 71148 34.401339 -1.600403e-02 0.12865537
## 5340 Gid4 66771 15.620315 -1.601397e-02 0.15061843
## 5341 Strn3 94186 21.769883 -1.603799e-02 0.14168913
## 5342 Naa16 66897 9.130281 -1.605171e-02 0.16566004
## 5343 Mtmr3 74302 39.554363 -1.606551e-02 0.12508126
## 5344 Impad1 <NA> 15.618658 -1.607038e-02 0.15061551
## 5345 Heca 380629 15.288841 -1.608117e-02 0.15138107
## 5346 Rspry1 67610 14.950845 -1.608142e-02 0.15221618
## 5347 Dnal4 54152 15.282681 -1.612248e-02 0.15147105
## 5348 Atxn7l3 217218 39.887525 -1.617632e-02 0.12414724
## 5349 Rexo1 66932 21.436167 -1.617907e-02 0.14220364
## 5350 Lrrc47 72946 33.733106 -1.624571e-02 0.12880816
## 5351 Plec 18810 15.473457 -1.624739e-02 0.15695001
## 5352 Supt5 20924 64.471762 -1.625817e-02 0.10836126
## 5353 Naa25 231713 20.450293 -1.629407e-02 0.14456885
## 5354 Slc43a2 215113 10.317809 -1.629694e-02 0.16731777
## 5355 Zfp688 69234 9.468169 -1.630881e-02 0.16355877
## 5356 Rabgap1 227800 14.953468 -1.631436e-02 0.15203157
## 5357 Bloc1s4 117197 14.293264 -1.632752e-02 0.15378512
## 5358 Adck1 72113 9.141051 -1.635754e-02 0.16500410
## 5359 Mir17hg 75957 8.334568 -1.636283e-02 0.17748721
## 5360 Riok1 71340 20.770539 -1.636304e-02 0.14320574
## 5361 Wasf2 242687 96.696326 -1.636561e-02 0.10052500
## 5362 2610301B20Rik <NA> 8.802376 -1.640830e-02 0.16615804
## 5363 Pacrgl 66768 14.615637 -1.640987e-02 0.15267104
## 5364 Ube2e1 22194 72.417892 -1.641006e-02 0.10874555
## 5365 Vps13a 271564 14.624572 -1.641385e-02 0.15265530
## 5366 Crcp 12909 32.398535 -1.642945e-02 0.13095751
## 5367 Clasrp 53609 19.126753 -1.643356e-02 0.14751858
## 5368 Trappc6b 78232 28.736009 -1.644345e-02 0.13862465
## 5369 BC027231 <NA> 8.813420 -1.645477e-02 0.16629554
## 5370 Nmd3 97112 36.238710 -1.647974e-02 0.13067672
## 5371 Alkbh1 211064 20.968658 -1.650661e-02 0.14938809
## 5372 Icam1 15894 27.426977 -1.651347e-02 0.14090028
## 5373 Polm 54125 11.474528 -1.653107e-02 0.16854172
## 5374 Hnrnpr 74326 25.578933 -1.654389e-02 0.13913957
## 5375 Ankzf1 52231 13.304798 -1.654612e-02 0.15650495
## 5376 Arl6ip5 65106 100.725298 -1.655452e-02 0.10507858
## 5377 Eme2 193838 8.810664 -1.657763e-02 0.16606305
## 5378 Snx2 67804 335.868380 -1.658541e-02 0.07765970
## 5379 Gpkow 209416 20.436988 -1.659285e-02 0.14351761
## 5380 Insr 16337 8.476706 -1.660953e-02 0.16777256
## 5381 Zbtb9 474156 19.110254 -1.663909e-02 0.14657960
## 5382 Rbbp5 213464 20.436252 -1.664906e-02 0.14352528
## 5383 Ppp6c 67857 43.679142 -1.668062e-02 0.12217223
## 5384 Ctdspl2 329506 13.948370 -1.669813e-02 0.15421023
## 5385 Fam192a <NA> 44.375425 -1.671590e-02 0.12093561
## 5386 Sec31a 69162 38.213428 -1.675360e-02 0.12566288
## 5387 Nlrc3 268857 18.449178 -1.679846e-02 0.14813410
## 5388 Nt5dc1 319638 13.615481 -1.681705e-02 0.15499010
## 5389 Glud1 14661 94.564028 -1.684438e-02 0.10525755
## 5390 Brd9 105246 25.916534 -1.688501e-02 0.13688139
## 5391 0610009O20Rik <NA> 30.724547 -1.688879e-02 0.13363962
## 5392 Sptlc2 20773 19.767627 -1.688942e-02 0.14454611
## 5393 Rara 19401 8.651469 -1.691207e-02 0.17400742
## 5394 Rtfdc1 <NA> 116.294983 -1.693930e-02 0.09339881
## 5395 Ppp2r5a 226849 75.582532 -1.694810e-02 0.10810806
## 5396 Ccdc90b 66365 18.075613 -1.694885e-02 0.16023095
## 5397 Npepl1 228961 46.231751 -1.697314e-02 0.12465442
## 5398 Tm9sf3 107358 60.142721 -1.699878e-02 0.11261919
## 5399 Ncoa5 228869 30.750563 -1.700830e-02 0.13285437
## 5400 Utp3 65961 66.289187 -1.701222e-02 0.10893710
## 5401 Znhit2 29805 13.623736 -1.701274e-02 0.15448371
## 5402 Atf5 107503 14.467728 -1.701400e-02 0.15851388
## 5403 Usf1 22278 54.353334 -1.701713e-02 0.11549905
## 5404 Kif1bp <NA> 13.622155 -1.703999e-02 0.15447413
## 5405 Adi1 104923 29.736202 -1.704656e-02 0.13576870
## 5406 1110012L19Rik <NA> 13.293107 -1.704771e-02 0.15551684
## 5407 Vav2 22325 17.440525 -1.705968e-02 0.15044134
## 5408 Eif2ak4 27103 18.120569 -1.706836e-02 0.14857242
## 5409 Morc3 338467 24.593971 -1.711229e-02 0.13909393
## 5410 Grb2 14784 71.130486 -1.712028e-02 0.10725965
## 5411 Trim24 21848 12.949796 -1.715358e-02 0.15651932
## 5412 Znf512b <NA> 12.302819 -1.715862e-02 0.15878511
## 5413 Hilpda 69573 24.415127 -1.717022e-02 0.14677854
## 5414 Cep350 74081 12.296595 -1.717946e-02 0.15834006
## 5415 Pex3 56535 12.954737 -1.718487e-02 0.15658613
## 5416 Atp2b1 67972 11.955724 -1.720385e-02 0.15976036
## 5417 Cdc26 66440 53.650136 -1.720877e-02 0.11571622
## 5418 Mvb12a 73711 36.549137 -1.721645e-02 0.12729824
## 5419 Phc1 13619 11.618812 -1.721695e-02 0.16073053
## 5420 Fgd2 26382 18.515780 -1.722014e-02 0.18156541
## 5421 Rab3ip 216363 12.626743 -1.723697e-02 0.15728214
## 5422 Vps33a 77573 18.432834 -1.724247e-02 0.14733747
## 5423 Rpe 66646 24.926139 -1.724511e-02 0.13825082
## 5424 Maml2 270118 18.440485 -1.724592e-02 0.14704265
## 5425 H2-K2 630499 37.880647 -1.725232e-02 0.14576090
## 5426 Gipc1 67903 53.145119 -1.725710e-02 0.12442140
## 5427 Zfp68 24135 13.289944 -1.726036e-02 0.15518867
## 5428 Stard3nl 76205 17.768953 -1.726220e-02 0.14883049
## 5429 Spred2 114716 23.926463 -1.726467e-02 0.14046093
## 5430 Ubap2l 74383 82.755286 -1.727214e-02 0.10171328
## 5431 Erp44 76299 36.544392 -1.727242e-02 0.12724315
## 5432 Ppp6r3 52036 53.648847 -1.730192e-02 0.11581152
## 5433 Fam92a <NA> 18.436435 -1.730812e-02 0.14728250
## 5434 Slc9a8 77031 12.964574 -1.731692e-02 0.15617555
## 5435 Sfxn3 94280 11.643460 -1.733976e-02 0.16063013
## 5436 Ahcyl1 229709 42.369028 -1.736110e-02 0.12269693
## 5437 Svil 225115 18.122920 -1.736141e-02 0.14804767
## 5438 Maf1 68877 105.541296 -1.736622e-02 0.09947826
## 5439 Abcf3 27406 18.774069 -1.739987e-02 0.14607046
## 5440 Atad1 67979 65.267470 -1.744147e-02 0.12269034
## 5441 Bag5 70369 18.448457 -1.745148e-02 0.14693822
## 5442 Tmem160 69094 43.538549 -1.745818e-02 0.12650177
## 5443 Zfp280d 235469 24.258268 -1.748461e-02 0.13912407
## 5444 Phf14 75725 35.228757 -1.750186e-02 0.12891692
## 5445 Pttg1ip 108705 28.407880 -1.750305e-02 0.13623677
## 5446 Tob2 57259 22.278469 -1.752712e-02 0.14368615
## 5447 Vps54 245944 18.113216 -1.752863e-02 0.14751352
## 5448 Nin 18080 18.441934 -1.754315e-02 0.14664750
## 5449 Ell 13716 12.632439 -1.754506e-02 0.15685463
## 5450 Ccs 12460 21.609273 -1.756213e-02 0.14521470
## 5451 Mlx 21428 23.259675 -1.758583e-02 0.14113810
## 5452 Ccdc127 67433 12.624259 -1.758819e-02 0.15681015
## 5453 Scrn2 217140 10.316019 -1.759615e-02 0.16533823
## 5454 Echs1 93747 35.218847 -1.762157e-02 0.12880638
## 5455 Arhgef3 71704 61.167559 -1.765669e-02 0.12287720
## 5456 Ap1m1 11767 63.962566 -1.767495e-02 0.10961161
## 5457 Mllt6 246198 15.798695 -1.767561e-02 0.15348437
## 5458 Sirt6 50721 11.303278 -1.768438e-02 0.16093422
## 5459 Med23 70208 12.292049 -1.773043e-02 0.15775584
## 5460 Npepps 19155 29.412772 -1.774553e-02 0.13376465
## 5461 Mfn2 170731 17.775252 -1.776626e-02 0.14806588
## 5462 Nudt16l1 66911 44.505445 -1.777026e-02 0.12384538
## 5463 Atp6v0a2 21871 17.781247 -1.778585e-02 0.14785940
## 5464 Zbtb18 30928 33.711577 -1.779049e-02 0.13833710
## 5465 Tmem209 72649 17.106570 -1.779105e-02 0.14996479
## 5466 Ncoa6 56406 11.955393 -1.779364e-02 0.15868610
## 5467 3110040N11Rik 67290 11.625609 -1.781898e-02 0.15994989
## 5468 Trim12c 319236 21.947179 -1.784062e-02 0.14384253
## 5469 Rnf219 <NA> 11.963889 -1.784269e-02 0.15841018
## 5470 Zfp652 268469 11.305297 -1.785912e-02 0.16076028
## 5471 Tmem129 68366 11.961553 -1.786242e-02 0.15839102
## 5472 Uckl1 68556 15.464706 -1.789900e-02 0.15386699
## 5473 Zfp326 54367 22.918383 -1.790977e-02 0.14139908
## 5474 Pcnxl3 <NA> 16.791441 -1.791032e-02 0.15037200
## 5475 Eapp 66266 39.046991 -1.793817e-02 0.12646828
## 5476 Cwc25 67480 11.961991 -1.794307e-02 0.15842443
## 5477 Elk3 13713 70.581992 -1.794895e-02 0.11146143
## 5478 Ddit3 13198 20.451578 -1.794981e-02 0.15249806
## 5479 Fam204a 76539 20.254145 -1.795030e-02 0.14797855
## 5480 Ttc4 72354 22.924619 -1.796692e-02 0.14100965
## 5481 BC029214 <NA> 11.960575 -1.796865e-02 0.15841762
## 5482 Serf2 378702 28.084363 -1.798180e-02 0.13578575
## 5483 Cops6 26893 100.669205 -1.800246e-02 0.09725240
## 5484 Tgif1 21815 42.085424 -1.802088e-02 0.13340620
## 5485 Tmem60 212090 24.756184 -1.802457e-02 0.14256582
## 5486 Pofut1 140484 11.959235 -1.803732e-02 0.15826113
## 5487 Pik3c3 225326 22.925718 -1.804274e-02 0.14093653
## 5488 Pdzd8 107368 22.256133 -1.804613e-02 0.14284407
## 5489 Trnau1ap 71787 22.274886 -1.812547e-02 0.14233161
## 5490 Mettl3 56335 19.276010 -1.813250e-02 0.14920409
## 5491 Osbpl11 106326 11.300281 -1.815063e-02 0.16020082
## 5492 Fibp 58249 33.239984 -1.815549e-02 0.13139827
## 5493 Dennd3 105841 12.142326 -1.816234e-02 0.16339806
## 5494 Sap30bp 57230 22.266193 -1.817852e-02 0.14213302
## 5495 Yy1 22632 73.285372 -1.818609e-02 0.10553688
## 5496 Asxl1 228790 22.267069 -1.823077e-02 0.14236675
## 5497 Tollip 54473 22.597184 -1.825269e-02 0.14134699
## 5498 Ik 24010 99.686169 -1.827719e-02 0.09598206
## 5499 Prkra 23992 15.771490 -1.828083e-02 0.15249187
## 5500 Ubr5 70790 32.899307 -1.828469e-02 0.13149009
## 5501 Atmin 234776 11.295702 -1.833267e-02 0.16001387
## 5502 Arid4a 238247 16.121641 -1.836539e-02 0.15119968
## 5503 Zfp280c 208968 10.972350 -1.839137e-02 0.16129918
## 5504 Jade2 76901 9.978925 -1.841251e-02 0.16499991
## 5505 Rps6ka3 110651 16.105943 -1.841904e-02 0.15109997
## 5506 Gpn2 100210 15.786401 -1.843069e-02 0.15188686
## 5507 Ube2g1 67128 21.935912 -1.844224e-02 0.14248519
## 5508 Rab3gap2 98732 15.463049 -1.844832e-02 0.15294656
## 5509 Mpp5 <NA> 10.960660 -1.847715e-02 0.16116944
## 5510 Tinf2 28113 21.594480 -1.849779e-02 0.14295265
## 5511 Pisd-ps1 236604 33.407648 -1.850863e-02 0.14623480
## 5512 Ndrg1 17988 18.940309 -1.854211e-02 0.17426412
## 5513 Fam114a2 67726 27.417775 -1.857915e-02 0.13587666
## 5514 Polg 18975 27.412517 -1.858356e-02 0.13588958
## 5515 Ovca2 246257 10.966655 -1.860107e-02 0.16079577
## 5516 Tgds 76355 10.299521 -1.860559e-02 0.16317503
## 5517 Akt2 11652 27.081318 -1.860933e-02 0.13677139
## 5518 Nol8 70930 13.808252 -1.862755e-02 0.15785550
## 5519 Papola 18789 71.268243 -1.862935e-02 0.10664403
## 5520 Vhl 22346 10.962812 -1.863946e-02 0.16071964
## 5521 Ptbp3 230257 106.987982 -1.864194e-02 0.09524356
## 5522 Dock11 75974 39.860571 -1.865153e-02 0.12981825
## 5523 Zfp958 233987 10.309511 -1.865265e-02 0.16358081
## 5524 Parp14 547253 19.618707 -1.867788e-02 0.14759154
## 5525 Glipr2 384009 14.785058 -1.870074e-02 0.15492457
## 5526 Mef2a 17258 24.409564 -1.872074e-02 0.14277760
## 5527 Anapc7 56317 31.892477 -1.874600e-02 0.13242588
## 5528 Dhps 330817 20.275792 -1.877671e-02 0.14569423
## 5529 Ash1l 192195 10.306481 -1.878039e-02 0.16314494
## 5530 Tbcb 66411 37.053804 -1.878508e-02 0.12819731
## 5531 Gnpda2 67980 15.784173 -1.881564e-02 0.15140089
## 5532 Brox 71678 20.605501 -1.881920e-02 0.14471044
## 5533 Whsc1l1 <NA> 32.229356 -1.883857e-02 0.13127175
## 5534 Senp5 320213 10.306722 -1.883885e-02 0.16297194
## 5535 Ubiad1 71707 10.632259 -1.886625e-02 0.16159148
## 5536 Myo1g 246177 40.095703 -1.887142e-02 0.14232372
## 5537 Pnpla7 241274 8.651213 -1.888258e-02 0.17030172
## 5538 Fgd6 13998 8.308365 -1.888603e-02 0.17183831
## 5539 Lig3 16882 15.784007 -1.888832e-02 0.15127004
## 5540 Slc10a3 214601 9.642245 -1.889702e-02 0.16608182
## 5541 Fam84b <NA> 16.800990 -1.890039e-02 0.15975992
## 5542 Furin 18550 15.120489 -1.892046e-02 0.15317316
## 5543 Osbp 76303 26.418355 -1.895258e-02 0.13716699
## 5544 Xab2 67439 37.384177 -1.896928e-02 0.12677360
## 5545 Hif1a 15251 29.888596 -1.897153e-02 0.13647239
## 5546 Tmem9b 56786 19.926963 -1.897499e-02 0.14617722
## 5547 Add3 27360 41.561890 -1.897800e-02 0.12527881
## 5548 Lipo1 329055 13.110415 -1.899142e-02 0.15936553
## 5549 Rev3l 19714 10.297863 -1.899822e-02 0.16265268
## 5550 Emb 13723 37.269161 -1.900998e-02 0.14371289
## 5551 Cdip1 66626 10.299883 -1.902385e-02 0.16274382
## 5552 Tmem57 <NA> 25.435072 -1.902722e-02 0.13942143
## 5553 Eps8 13860 16.476582 -1.902905e-02 0.19140171
## 5554 Cggbp1 106143 47.685884 -1.903355e-02 0.12050971
## 5555 Slu7 193116 26.089142 -1.905559e-02 0.13768631
## 5556 Usp30 100756 10.294866 -1.905601e-02 0.16264246
## 5557 Cdc40 71713 26.083313 -1.910164e-02 0.13772871
## 5558 Ythdf1 228994 37.057225 -1.910683e-02 0.12709961
## 5559 Tmem205 235043 12.457183 -1.910935e-02 0.16080253
## 5560 Zdhhc13 243983 29.250753 -1.911366e-02 0.13785831
## 5561 Vbp1 22327 74.896476 -1.914980e-02 0.11145433
## 5562 Mbd1 17190 20.604523 -1.915950e-02 0.14419129
## 5563 Cep19 66994 9.628336 -1.916385e-02 0.16522341
## 5564 Snx11 74479 10.302309 -1.916431e-02 0.16256906
## 5565 Ikbip 67454 9.968650 -1.917589e-02 0.16373484
## 5566 Zfyve19 72008 9.968650 -1.917589e-02 0.16373484
## 5567 Aen 68048 16.305179 -1.920486e-02 0.15562552
## 5568 Dmxl1 240283 9.967069 -1.920685e-02 0.16372992
## 5569 Dffa 13347 20.268787 -1.921404e-02 0.14484893
## 5570 Gtpbp8 66067 9.625504 -1.921926e-02 0.16521551
## 5571 Tmem194b <NA> 14.780986 -1.922281e-02 0.15347286
## 5572 Vwa5a 67776 28.231938 -1.924060e-02 0.13873016
## 5573 Snapc2 102209 14.780854 -1.924984e-02 0.15371197
## 5574 Zfp141 434178 9.970911 -1.929101e-02 0.16360862
## 5575 Lrrn4 320974 8.629628 -1.931950e-02 0.17004499
## 5576 Pex13 72129 9.964313 -1.935493e-02 0.16350270
## 5577 Laptm5 16792 154.175970 -1.937608e-02 0.13540611
## 5578 Mta2 23942 157.680720 -1.937680e-02 0.08800906
## 5579 Cables2 252966 14.784587 -1.937858e-02 0.15328492
## 5580 Hcst 23900 14.125907 -1.938763e-02 0.15527579
## 5581 Zdhhc5 228136 25.090884 -1.941075e-02 0.13905873
## 5582 Mbd6 110962 18.287500 -1.942461e-02 0.14957605
## 5583 Nras 18176 36.063757 -1.943820e-02 0.12835952
## 5584 Pnpla2 66853 22.114846 -1.944600e-02 0.14584023
## 5585 Sbno1 243272 19.284088 -1.944691e-02 0.14708328
## 5586 Ranbp2 19386 41.214811 -1.946747e-02 0.12430999
## 5587 Pi4k2a 84095 19.272530 -1.947478e-02 0.14675457
## 5588 Rcbtb2 105670 19.262769 -1.948406e-02 0.14680783
## 5589 Setd7 73251 14.456823 -1.948731e-02 0.15434904
## 5590 Neu1 18010 25.452192 -1.949087e-02 0.14846184
## 5591 Arhgef1 16801 137.428132 -1.949296e-02 0.09020181
## 5592 Casp7 12369 17.261569 -1.949392e-02 0.15236428
## 5593 Sri 109552 51.318809 -1.951037e-02 0.12407031
## 5594 Nomo1 211548 29.591517 -1.956243e-02 0.13551620
## 5595 Zdhhc7 102193 19.603521 -1.956485e-02 0.14591109
## 5596 2810403A07Rik <NA> 26.278445 -1.957225e-02 0.14206516
## 5597 Ap3s2 11778 9.633443 -1.958817e-02 0.16467676
## 5598 Ralgapb 228850 14.451037 -1.964796e-02 0.15387770
## 5599 Dlg3 53310 8.296045 -1.965106e-02 0.17097652
## 5600 BC005624 227707 40.882875 -1.965723e-02 0.12469010
## 5601 Ddx41 72935 51.505880 -1.967484e-02 0.11738666
## 5602 Map3k11 26403 23.104173 -1.969151e-02 0.14315844
## 5603 Kctd13 233877 9.634363 -1.969513e-02 0.16453447
## 5604 Ing3 71777 14.116807 -1.970687e-02 0.15475636
## 5605 Ankra2 68558 9.308148 -1.973973e-02 0.16586302
## 5606 Pla2g15 192654 11.138659 -1.976820e-02 0.16445925
## 5607 Tmem189 <NA> 28.592471 -1.981969e-02 0.13663048
## 5608 Trmt2b 215201 14.117486 -1.982021e-02 0.15465938
## 5609 Pank3 211347 14.121087 -1.983935e-02 0.15470892
## 5610 Fam63a <NA> 13.783015 -1.987506e-02 0.15563249
## 5611 Recql 19691 18.932744 -1.988884e-02 0.14708652
## 5612 Aff4 93736 13.457313 -1.989942e-02 0.15666641
## 5613 Lrrc41 230654 18.606845 -1.991008e-02 0.14771181
## 5614 Cbx6 494448 9.302890 -1.993689e-02 0.16559245
## 5615 Parl 381038 39.876266 -1.994374e-02 0.12566888
## 5616 Ezh1 14055 13.130584 -1.996220e-02 0.15746941
## 5617 Ccr7 12775 11.478274 -1.996792e-02 0.17365852
## 5618 Ttc21b 73668 8.968735 -1.998821e-02 0.16694012
## 5619 Txndc16 70561 24.586730 -1.998980e-02 0.14428811
## 5620 Rlim 19820 13.791874 -2.003667e-02 0.15542843
## 5621 Atraid 381629 37.877143 -2.004581e-02 0.12974942
## 5622 Upf2 326622 23.763610 -2.004694e-02 0.14091355
## 5623 Stau1 20853 24.094088 -2.006676e-02 0.14017264
## 5624 Snord16a 100217453 166.429711 -2.009240e-02 0.44942865
## 5625 Bcl10 12042 25.919715 -2.010345e-02 0.14132682
## 5626 Zdhhc4 72881 23.758035 -2.010429e-02 0.14095097
## 5627 1110037F02Rik <NA> 23.753094 -2.012196e-02 0.14079666
## 5628 Cenpj 219103 12.130654 -2.014791e-02 0.16040580
## 5629 Atg2b 76559 8.645218 -2.022094e-02 0.16837180
## 5630 Mesdc2 <NA> 18.275975 -2.028173e-02 0.14801548
## 5631 Cdc42 12540 227.802350 -2.028683e-02 0.07874265
## 5632 Tcirg1 27060 44.233125 -2.029236e-02 0.12812091
## 5633 Med21 108098 52.127812 -2.032057e-02 0.12555132
## 5634 Rnf31 268749 16.289822 -2.034991e-02 0.15313977
## 5635 Scin 20259 7.182872 -2.036896e-02 0.23008626
## 5636 Cnst 226744 12.783912 -2.038142e-02 0.15788514
## 5637 Derl2 116891 13.128507 -2.038471e-02 0.15690812
## 5638 Krcc1 57896 32.388693 -2.043330e-02 0.13310181
## 5639 Mov10 17454 12.454325 -2.043782e-02 0.15926191
## 5640 Itfg2 101142 13.120327 -2.045114e-02 0.15683903
## 5641 Paxbp1 67367 16.960557 -2.046577e-02 0.15138614
## 5642 Ebag9 55960 22.108444 -2.048885e-02 0.14399556
## 5643 Brd3 67382 32.388488 -2.049971e-02 0.13331802
## 5644 Ppip5k2 227399 22.431606 -2.051015e-02 0.14351078
## 5645 Kcmf1 74287 27.909596 -2.052014e-02 0.13659360
## 5646 Srp14 20813 195.883708 -2.052256e-02 0.08532424
## 5647 Mndal 100040462 60.717564 -2.052492e-02 0.12667632
## 5648 Wdr73 71968 17.286754 -2.053689e-02 0.15029150
## 5649 H2-M3 14991 42.706490 -2.054008e-02 0.14245408
## 5650 Wdr45 54636 22.438427 -2.054026e-02 0.14324249
## 5651 Yipf1 230584 26.911725 -2.055198e-02 0.13839032
## 5652 Cab39 12283 52.660312 -2.056021e-02 0.11879116
## 5653 2010001A14Rik 76516 8.303470 -2.057471e-02 0.16949024
## 5654 Hccs 15159 22.760546 -2.057478e-02 0.14241689
## 5655 Ice1 218333 17.618228 -2.058318e-02 0.14935961
## 5656 Phf8 320595 17.609203 -2.061221e-02 0.14925761
## 5657 Ppap2b <NA> 42.438946 -2.061565e-02 0.14609961
## 5658 Patl1 225929 17.613725 -2.063211e-02 0.14932145
## 5659 Ttc17 74569 12.462638 -2.066754e-02 0.15861256
## 5660 Ndufaf3 66706 20.083486 -2.067318e-02 0.14852183
## 5661 Ufm1 67890 12.792454 -2.067378e-02 0.15763235
## 5662 Hipk3 15259 21.428344 -2.067384e-02 0.14552922
## 5663 Pofut2 80294 12.463558 -2.075461e-02 0.15850431
## 5664 Pds5a 71521 66.771737 -2.077276e-02 0.11143418
## 5665 Fbxw7 50754 12.131031 -2.077427e-02 0.15982659
## 5666 Cpm 70574 25.914241 -2.078611e-02 0.16196096
## 5667 Cand1 71902 27.577975 -2.079172e-02 0.13682380
## 5668 Arf3 11842 49.030771 -2.079445e-02 0.12381124
## 5669 Gm17745 432488 9.136898 -2.079448e-02 0.17142102
## 5670 Pcnt 18541 16.938260 -2.082494e-02 0.15078792
## 5671 Rrn3 106298 22.104291 -2.088405e-02 0.14340979
## 5672 Zcchc8 70650 17.275653 -2.088948e-02 0.14973581
## 5673 Cbx2 12416 16.948263 -2.089831e-02 0.15053343
## 5674 Nup88 19069 42.703130 -2.091947e-02 0.12348888
## 5675 Gimap5 317757 13.306944 -2.092424e-02 0.16100181
## 5676 Mvp 78388 15.629904 -2.093483e-02 0.15416699
## 5677 Tubgcp6 328580 11.136175 -2.097633e-02 0.16287480
## 5678 Irf2bpl 238330 16.281778 -2.101555e-02 0.15249698
## 5679 Tox4 268741 25.256804 -2.105161e-02 0.14102395
## 5680 Tmco6 71983 11.132094 -2.105658e-02 0.16286355
## 5681 Cldnd1 224250 21.094970 -2.106392e-02 0.14510581
## 5682 Xpo6 74204 36.228114 -2.108067e-02 0.12987127
## 5683 Dynlrb1 67068 128.077133 -2.108174e-02 0.09292768
## 5684 Gsk3b 56637 16.943442 -2.109165e-02 0.15038902
## 5685 Secisbp2l 70354 12.126090 -2.111137e-02 0.15923404
## 5686 Micu2 68514 45.517903 -2.112304e-02 0.12309013
## 5687 Cdk2ap2 52004 94.109682 -2.114597e-02 0.13029399
## 5688 Kctd2 70382 16.611969 -2.116933e-02 0.15114124
## 5689 Aim2 383619 33.441119 -2.117801e-02 0.13992621
## 5690 Dnajc7 56354 98.888727 -2.117882e-02 0.10003607
## 5691 Yipf5 67180 20.759687 -2.120806e-02 0.14586459
## 5692 Cux1 13047 73.682373 -2.122450e-02 0.12053043
## 5693 Appl1 72993 20.098400 -2.124763e-02 0.14726692
## 5694 Parp10 671535 19.787491 -2.126197e-02 0.14817538
## 5695 Atg13 51897 16.279155 -2.127060e-02 0.15183863
## 5696 Cog3 338337 15.953935 -2.127644e-02 0.15266038
## 5697 Mettl16 67493 20.772464 -2.128022e-02 0.14574056
## 5698 Mplkip 66308 11.125647 -2.129068e-02 0.16240759
## 5699 Cyb5d1 327951 10.459841 -2.129578e-02 0.16543100
## 5700 Exo5 73172 21.107114 -2.129891e-02 0.14493814
## 5701 Hnrnph1 59013 301.597552 -2.131038e-02 0.07511527
## 5702 Prrc1 73137 11.793110 -2.133234e-02 0.16002894
## 5703 Scyl2 213326 16.284413 -2.133592e-02 0.15171444
## 5704 Stx16 228960 29.611665 -2.136165e-02 0.14194699
## 5705 Xxylt1 268880 18.755970 -2.136266e-02 0.15081035
## 5706 Marcksl1 17357 69.928403 -2.136982e-02 0.13397914
## 5707 Stk40 74178 20.773035 -2.138124e-02 0.14544764
## 5708 Ccdc55 <NA> 16.277319 -2.140353e-02 0.15165396
## 5709 Zfp513 101023 14.299105 -2.140837e-02 0.15733696
## 5710 Esyt1 23943 131.912331 -2.142618e-02 0.09071337
## 5711 Zfp131 72465 29.429201 -2.142972e-02 0.13710810
## 5712 Psen1 19164 30.737855 -2.148117e-02 0.13401221
## 5713 Nipsnap3b 66536 25.588217 -2.149810e-02 0.13959739
## 5714 Ssh1 231637 9.474323 -2.151572e-02 0.16906587
## 5715 Stx4a 20909 55.179985 -2.151759e-02 0.11687086
## 5716 Plekha3 83435 15.955308 -2.152441e-02 0.15256209
## 5717 BC037034 <NA> 21.132704 -2.152652e-02 0.15388527
## 5718 Gigyf2 227331 20.772794 -2.153618e-02 0.14523767
## 5719 Tef 21685 14.963770 -2.157560e-02 0.15555668
## 5720 Tmsb15l 399591 11.458144 -2.157562e-02 0.16098301
## 5721 Pam16 66449 14.957729 -2.160987e-02 0.15531638
## 5722 Slc35a3 229782 14.939529 -2.162215e-02 0.15532295
## 5723 Fkbp1a 14225 202.245337 -2.162886e-02 0.08963135
## 5724 Zfp451 98403 15.623985 -2.163604e-02 0.15318232
## 5725 Ywhaz 22631 96.217075 -2.167669e-02 0.10135968
## 5726 Pla2g7 27226 114.298968 -2.168080e-02 0.12691704
## 5727 Shoc2 56392 20.429813 -2.168858e-02 0.14590135
## 5728 Pkig 18769 156.976745 -2.171253e-02 0.10959608
## 5729 Dtx2 74198 19.437714 -2.171768e-02 0.14809212
## 5730 Zc3h7a 106205 24.273554 -2.172512e-02 0.14232920
## 5731 Vrk3 101568 39.360233 -2.173183e-02 0.12787993
## 5732 Ssu72 68991 56.319045 -2.174265e-02 0.11946629
## 5733 Zfp865 319748 11.132004 -2.176252e-02 0.16184230
## 5734 Lrrk2 66725 9.808463 -2.176311e-02 0.16720560
## 5735 Plekho2 102595 20.097603 -2.178042e-02 0.14664733
## 5736 1810013L24Rik 69053 14.299119 -2.185776e-02 0.15681886
## 5737 Mkln1 27418 20.429648 -2.187307e-02 0.14558624
## 5738 Atp6v1a 11964 23.574467 -2.188674e-02 0.14360760
## 5739 Inadl <NA> 22.958580 -2.189204e-02 0.16603718
## 5740 D15Ertd621e <NA> 14.960377 -2.189265e-02 0.15471446
## 5741 Tmed10 68581 52.823768 -2.192357e-02 0.12020156
## 5742 Scd1 20249 48.008007 -2.194351e-02 0.13177235
## 5743 Rab3gap1 226407 20.436246 -2.194631e-02 0.14546693
## 5744 Far1 67420 46.708267 -2.194824e-02 0.12474563
## 5745 Wwp2 66894 29.415175 -2.195993e-02 0.13597807
## 5746 Stambp 70527 10.794777 -2.196425e-02 0.16289130
## 5747 Rabep1 54189 15.615730 -2.197605e-02 0.15276711
## 5748 Sh3bgrl3 73723 283.573022 -2.197829e-02 0.09616502
## 5749 Sdhaf4 68002 28.413011 -2.199243e-02 0.13810402
## 5750 Rad1 19355 19.446440 -2.199701e-02 0.14794117
## 5751 Ddx50 94213 44.536627 -2.200600e-02 0.12318383
## 5752 Chst15 77590 22.256532 -2.201528e-02 0.14642582
## 5753 Rb1cc1 12421 14.626072 -2.204835e-02 0.15550423
## 5754 Eftud1 <NA> 10.796192 -2.206794e-02 0.16272180
## 5755 Fam98c 73833 15.466370 -2.214700e-02 0.15793806
## 5756 Smim10l1 381820 28.752411 -2.216083e-02 0.13704185
## 5757 Ing1 26356 38.716221 -2.218164e-02 0.12772330
## 5758 Rab22a 19334 19.436147 -2.218299e-02 0.14748440
## 5759 Msi2 76626 30.389427 -2.219213e-02 0.14429908
## 5760 Pdha1 18597 107.182539 -2.219655e-02 0.10408463
## 5761 Gtf2b 229906 56.633257 -2.223515e-02 0.11746453
## 5762 Arfrp1 76688 19.116547 -2.225194e-02 0.14830018
## 5763 Zfp655 72611 14.950947 -2.225726e-02 0.15425472
## 5764 Pwwp2a 70802 19.769881 -2.227443e-02 0.14657542
## 5765 Snx27 76742 19.106306 -2.228261e-02 0.14847714
## 5766 Sdhaf1 68332 19.436750 -2.230645e-02 0.14742487
## 5767 Ccnl1 56706 50.395813 -2.233092e-02 0.12763987
## 5768 Tmem186 66690 14.955964 -2.233745e-02 0.15418265
## 5769 H2-Q2 15013 50.339565 -2.236239e-02 0.14181143
## 5770 Tstd2 272027 13.965479 -2.238285e-02 0.15710922
## 5771 Dcxr 67880 7.490992 -2.239753e-02 0.17975460
## 5772 Gga3 260302 17.460797 -2.242794e-02 0.15234961
## 5773 Uri1 19777 33.897999 -2.244318e-02 0.13141412
## 5774 Tmem214 68796 23.928204 -2.245193e-02 0.14160824
## 5775 Kat6b 54169 9.986272 -2.245732e-02 0.17158084
## 5776 Rtf1 76246 33.225441 -2.247163e-02 0.13259308
## 5777 Dapp1 26377 13.624980 -2.248940e-02 0.15792166
## 5778 Atp6ap2 70495 42.182556 -2.248952e-02 0.12588727
## 5779 Lrch1 380916 18.105422 -2.249259e-02 0.15036939
## 5780 Mak16 67920 48.892707 -2.249412e-02 0.12518837
## 5781 Acap1 216859 83.989374 -2.250681e-02 0.12864201
## 5782 Anxa5 11747 26.942813 -2.252270e-02 0.15808438
## 5783 Tep1 21745 11.971972 -2.253903e-02 0.16334171
## 5784 Lgals8 56048 19.111289 -2.255229e-02 0.14784768
## 5785 Pde6d 18582 30.884828 -2.257485e-02 0.13685735
## 5786 Tprgl 67808 92.589101 -2.257949e-02 0.11273543
## 5787 Pdcd4 18569 53.687757 -2.258473e-02 0.13105435
## 5788 Ifi204 15951 8.815916 -2.259580e-02 0.17106942
## 5789 Bdp1 544971 10.138445 -2.260937e-02 0.16483100
## 5790 Pias2 17344 18.765279 -2.262590e-02 0.14851350
## 5791 Dnajb11 67838 85.395803 -2.264515e-02 0.10798264
## 5792 Bcl9 77578 9.806069 -2.264722e-02 0.16630187
## 5793 Tmub2 72053 23.592317 -2.265175e-02 0.14208514
## 5794 Atxn2l 233871 60.175357 -2.266013e-02 0.11590398
## 5795 Etnk1 75320 47.021623 -2.266670e-02 0.12276520
## 5796 Pign 27392 10.131606 -2.269216e-02 0.16479231
## 5797 Cdkn2aip 70925 14.292355 -2.269323e-02 0.15567784
## 5798 Ttc14 67120 13.631928 -2.269445e-02 0.15778252
## 5799 Eid1 58521 27.595486 -2.269875e-02 0.14348544
## 5800 Ago1 236511 21.596765 -2.273366e-02 0.14676319
## 5801 5430416N02Rik 100503199 22.128975 -2.273691e-02 0.15017342
## 5802 Nufip2 68564 12.641971 -2.275497e-02 0.16111377
## 5803 Rnf25 57751 17.450159 -2.275977e-02 0.15166432
## 5804 Tnpo2 212999 29.272210 -2.279591e-02 0.14008317
## 5805 Ankrd13c 433667 22.928742 -2.280168e-02 0.14360473
## 5806 Cd81 12520 150.707805 -2.281512e-02 0.11029487
## 5807 Tmem203 227615 13.295691 -2.281763e-02 0.15861923
## 5808 Zfp64 22722 25.439041 -2.281910e-02 0.14277276
## 5809 Hps4 192232 9.472576 -2.283032e-02 0.16741034
## 5810 Lrpap1 16976 18.434409 -2.283310e-02 0.14916078
## 5811 Scfd1 76983 27.735895 -2.285810e-02 0.13795028
## 5812 H13 14950 40.208772 -2.287538e-02 0.12867217
## 5813 Tiprl 226591 13.950791 -2.288031e-02 0.15653023
## 5814 Atad2b 320817 13.957960 -2.288583e-02 0.15642165
## 5815 Ints3 229543 27.742041 -2.290371e-02 0.13760495
## 5816 Slc25a20 57279 27.866328 -2.293789e-02 0.15077119
## 5817 Sp1 20683 27.755104 -2.294008e-02 0.13780703
## 5818 Ptgr2 77219 17.779297 -2.296319e-02 0.15054586
## 5819 Vps36 70160 60.470463 -2.299833e-02 0.11449683
## 5820 Brf2 66653 9.800977 -2.302587e-02 0.16585660
## 5821 Zyg11b 414872 13.625825 -2.304337e-02 0.15727931
## 5822 Sirt1 93759 17.766043 -2.307373e-02 0.15056079
## 5823 Gba2 230101 12.630743 -2.309492e-02 0.16041312
## 5824 Mocs3 69372 9.140607 -2.309960e-02 0.16866504
## 5825 Hcfc2 67933 9.463660 -2.310432e-02 0.16723891
## 5826 Jrkl 77532 8.812149 -2.312666e-02 0.17032340
## 5827 Zfp664 269704 36.376514 -2.315473e-02 0.13024427
## 5828 Stim1 20866 35.036100 -2.316653e-02 0.13279617
## 5829 Izumo1r 64931 18.240199 -2.320154e-02 0.16894035
## 5830 Trappc11 320714 18.108136 -2.325548e-02 0.14953970
## 5831 Poglut1 224143 13.619996 -2.326138e-02 0.15712893
## 5832 Mdp1 67881 33.402824 -2.330335e-02 0.13527630
## 5833 Wac 225131 31.564401 -2.331812e-02 0.13406537
## 5834 Tcf20 21411 17.452783 -2.336527e-02 0.15104675
## 5835 Cbfb 12400 110.611662 -2.337425e-02 0.10019042
## 5836 Ccng2 12452 65.429401 -2.338456e-02 0.11559093
## 5837 Trim33 94093 13.291595 -2.339068e-02 0.15787751
## 5838 B9d2 232987 38.186706 -2.340444e-02 0.13165814
## 5839 Top3a 21975 9.465241 -2.340723e-02 0.16683552
## 5840 Arfgef2 99371 13.290014 -2.342239e-02 0.15787276
## 5841 Oraov1 <NA> 13.292440 -2.342906e-02 0.15790418
## 5842 Farsb 23874 38.241619 -2.343100e-02 0.13136636
## 5843 Gbas <NA> 30.559998 -2.343729e-02 0.13609966
## 5844 Nck1 17973 43.038150 -2.344074e-02 0.12742771
## 5845 Phf23 78246 39.564644 -2.345749e-02 0.12869667
## 5846 Crebzf 233490 27.939315 -2.348196e-02 0.14147594
## 5847 Zfp821 75871 16.444066 -2.349178e-02 0.15337591
## 5848 Gprasp1 67298 9.137685 -2.352193e-02 0.16817085
## 5849 Rundc1 217201 9.139026 -2.353013e-02 0.16819073
## 5850 Dhx36 72162 21.932579 -2.353502e-02 0.14473932
## 5851 Plac8 231507 481.799392 -2.354194e-02 0.17538721
## 5852 Slc11a2 18174 24.938664 -2.354235e-02 0.15434734
## 5853 Ube2b 22210 65.785144 -2.354271e-02 0.11435537
## 5854 Trappc8 75964 17.442749 -2.354861e-02 0.15071468
## 5855 Adprm 66358 13.288598 -2.356629e-02 0.15772590
## 5856 Zfp282 101095 13.288598 -2.356629e-02 0.15772590
## 5857 Brat1 231841 9.139705 -2.357851e-02 0.16822383
## 5858 Sin3b 20467 79.896057 -2.360004e-02 0.10777447
## 5859 Ncoa1 17977 9.134447 -2.363019e-02 0.16819025
## 5860 Jmjd6 107817 28.270529 -2.364191e-02 0.14049469
## 5861 Fgfr1op2 67529 53.003994 -2.365353e-02 0.11970890
## 5862 Rpap2 231571 9.139629 -2.366314e-02 0.16818998
## 5863 Spry2 24064 12.626405 -2.367383e-02 0.15975270
## 5864 Sarnp 66118 49.172159 -2.367525e-02 0.12133497
## 5865 Rnf14 56736 29.246460 -2.368237e-02 0.13823765
## 5866 Lrch4 231798 51.993017 -2.368284e-02 0.12109362
## 5867 Arf1 11840 172.121106 -2.371957e-02 0.08645024
## 5868 Psmb10 19171 72.133459 -2.373295e-02 0.11406816
## 5869 Tbc1d1 57915 20.918952 -2.374358e-02 0.14671378
## 5870 H2-K1 14972 399.404989 -2.375090e-02 0.13027756
## 5871 Atf7ip 54343 34.741900 -2.375180e-02 0.13238583
## 5872 Iffo1 320678 9.982761 -2.376107e-02 0.16995448
## 5873 Rragc 54170 35.719835 -2.376443e-02 0.13017401
## 5874 Akr1b10 67861 11.959361 -2.377356e-02 0.16185298
## 5875 Dhx33 216877 16.129516 -2.377635e-02 0.15426419
## 5876 Tmem184c 234463 19.280704 -2.379691e-02 0.15049232
## 5877 Creb3 12913 20.610436 -2.380020e-02 0.14734920
## 5878 Vcpip1 70675 16.126652 -2.380336e-02 0.15405996
## 5879 Cipc 217732 12.632433 -2.381379e-02 0.15969496
## 5880 Srsf5 20384 218.878928 -2.385322e-02 0.08218070
## 5881 Cul4b 72584 25.742256 -2.385743e-02 0.14065220
## 5882 Phrf1 101471 25.760183 -2.386592e-02 0.14043941
## 5883 Chsy1 269941 20.272578 -2.387819e-02 0.14831430
## 5884 Gpatch2 67769 10.972915 -2.389816e-02 0.16562778
## 5885 Capzb 12345 227.606012 -2.392716e-02 0.08568532
## 5886 Ufd1l <NA> 26.086984 -2.394117e-02 0.13962359
## 5887 Tbc1d10a 103724 12.623649 -2.394385e-02 0.15943831
## 5888 Scnm1 69269 20.940494 -2.395984e-02 0.14637208
## 5889 Pank2 74450 21.265623 -2.397130e-02 0.14558849
## 5890 Dcp1a 75901 15.784152 -2.399197e-02 0.15470177
## 5891 Wbp1l 226178 25.750403 -2.399276e-02 0.14015196
## 5892 Mob3a 208228 32.769812 -2.405099e-02 0.14981577
## 5893 Anapc4 52206 25.757846 -2.406480e-02 0.14010925
## 5894 Sec24c 218811 50.020652 -2.406906e-02 0.12350801
## 5895 Zfp830 66983 11.969669 -2.407950e-02 0.16175659
## 5896 Med26 70625 11.636931 -2.409950e-02 0.16282147
## 5897 Ier3ip1 66191 34.722073 -2.411356e-02 0.13133869
## 5898 Ankrd44 329154 19.595634 -2.411643e-02 0.14921034
## 5899 Pex11b 18632 20.261625 -2.414543e-02 0.14784008
## 5900 Dtd1 66044 27.927365 -2.416923e-02 0.14024351
## 5901 2010111I01Rik <NA> 38.399896 -2.419449e-02 0.13381808
## 5902 Rnf130 59044 27.810734 -2.420578e-02 0.18219334
## 5903 Sphk2 56632 12.296621 -2.421037e-02 0.16038139
## 5904 Mina <NA> 16.452792 -2.422621e-02 0.15270253
## 5905 Gba 14466 25.080139 -2.423572e-02 0.14139810
## 5906 Lxn 17035 40.815496 -2.425943e-02 0.14221973
## 5907 Tmem185b 226351 11.638950 -2.426703e-02 0.16273688
## 5908 Tor2a 30933 27.898709 -2.426997e-02 0.13997035
## 5909 Ralgps2 78255 16.097616 -2.432716e-02 0.16239251
## 5910 Ddx54 71990 55.666100 -2.433136e-02 0.12359524
## 5911 Bbc3 170770 6.998537 -2.434399e-02 0.18950597
## 5912 Ormdl1 227102 24.076846 -2.434540e-02 0.14324447
## 5913 Pfdn2 18637 100.353112 -2.436130e-02 0.10085010
## 5914 Ppp1r15b 108954 46.867564 -2.436542e-02 0.12370235
## 5915 Dda1 66498 38.212965 -2.437883e-02 0.12918165
## 5916 Rnf138 56515 20.605965 -2.439602e-02 0.14675346
## 5917 Pskh1 244631 15.778667 -2.439954e-02 0.15437785
## 5918 Evi2b 216984 10.313347 -2.442638e-02 0.16800984
## 5919 Capza1 12340 42.700920 -2.443626e-02 0.12561784
## 5920 Nrbf2 641340 7.809581 -2.445627e-02 0.17459619
## 5921 Fancm 104806 11.296432 -2.446000e-02 0.16358541
## 5922 Spop 20747 56.684829 -2.446363e-02 0.12128889
## 5923 Rnf121 75212 14.777050 -2.449406e-02 0.15697849
## 5924 Pygb 110078 37.194925 -2.450936e-02 0.13083582
## 5925 Atxn10 54138 64.801514 -2.452853e-02 0.11277182
## 5926 Prr14l 215476 11.633088 -2.454735e-02 0.16231296
## 5927 Hps3 12807 18.956152 -2.455287e-02 0.15074719
## 5928 Wdr33 74320 33.728349 -2.457998e-02 0.13252435
## 5929 Ppfia1 233977 16.116815 -2.459006e-02 0.15318430
## 5930 Arl2bp 107566 63.480306 -2.459499e-02 0.11477321
## 5931 Tmem223 66836 44.666052 -2.460645e-02 0.13943756
## 5932 Cdhr2 268663 9.827379 -2.460766e-02 0.19893080
## 5933 Pgm1 72157 19.272029 -2.461366e-02 0.14946547
## 5934 Cacul1 78832 16.115399 -2.461749e-02 0.15317911
## 5935 Fip1l1 66899 42.705201 -2.462223e-02 0.12532843
## 5936 Pla2g12a 66350 31.393748 -2.463093e-02 0.14607108
## 5937 Arfgap1 228998 20.268705 -2.464132e-02 0.14703041
## 5938 Hltf 20585 18.947501 -2.466226e-02 0.15028512
## 5939 Stk11ip 71728 18.933010 -2.467049e-02 0.15052715
## 5940 Ppil3 70225 28.583365 -2.467393e-02 0.13791922
## 5941 Tfip11 54723 20.270725 -2.468084e-02 0.14707381
## 5942 Mex3a 72640 9.316174 -2.469266e-02 0.17227435
## 5943 Rreb1 68750 11.294718 -2.470339e-02 0.16359958
## 5944 Atrx 22589 37.224530 -2.470583e-02 0.13072050
## 5945 Rab5c 19345 127.468915 -2.472379e-02 0.10528440
## 5946 Dnajc10 66861 36.865395 -2.472509e-02 0.13115747
## 5947 Ankmy2 217473 11.627018 -2.473695e-02 0.16229219
## 5948 Acox3 80911 19.123514 -2.474394e-02 0.15402565
## 5949 Gabpa 14390 28.229721 -2.475601e-02 0.13875279
## 5950 Stat5a 20850 15.456071 -2.475607e-02 0.15503391
## 5951 Rftn2 74013 37.904391 -2.476545e-02 0.13773363
## 5952 Zfp787 67109 11.626490 -2.477154e-02 0.16206452
## 5953 Eri3 140546 35.549291 -2.478097e-02 0.13419410
## 5954 Trmt5 76357 11.627335 -2.481204e-02 0.16209385
## 5955 Nfu1 56748 28.243470 -2.481370e-02 0.13843937
## 5956 Prkx 19108 13.465290 -2.482911e-02 0.16069140
## 5957 Fbxo6 50762 15.116145 -2.483396e-02 0.15577307
## 5958 Armc10 67211 50.671487 -2.484677e-02 0.12094178
## 5959 Cited2 17684 20.446545 -2.485014e-02 0.15126249
## 5960 Necap1 67602 10.973926 -2.487053e-02 0.16462437
## 5961 E330009J07Rik <NA> 7.812596 -2.488028e-02 0.17418720
## 5962 Gpatch2l 70373 10.635250 -2.488811e-02 0.16576863
## 5963 Zbtb11 271377 14.792341 -2.489193e-02 0.15657039
## 5964 Edrf1 214764 11.630091 -2.489687e-02 0.16199680
## 5965 Zfp143 20841 15.449605 -2.490116e-02 0.15463096
## 5966 Trim32 69807 11.628675 -2.492690e-02 0.16199492
## 5967 Wdr20 69641 11.628675 -2.492690e-02 0.16199492
## 5968 Naa35 78689 24.088569 -2.494413e-02 0.14253690
## 5969 Rab8a 17274 71.099362 -2.495698e-02 0.11135433
## 5970 Fam45a <NA> 10.963047 -2.496179e-02 0.16437668
## 5971 Nek9 217718 31.391081 -2.498037e-02 0.13683752
## 5972 Atp10d 231287 15.960934 -2.499822e-02 0.15764289
## 5973 Phtf2 68770 14.452993 -2.500204e-02 0.15779169
## 5974 Cpne1 266692 32.731977 -2.500267e-02 0.13403540
## 5975 Erbb2ip <NA> 49.156983 -2.502044e-02 0.12813383
## 5976 Chmp2b 68942 41.696261 -2.503812e-02 0.12625995
## 5977 Prpsap2 212627 18.932662 -2.506191e-02 0.14994256
## 5978 Pum2 80913 79.402730 -2.509949e-02 0.10903828
## 5979 Cdk5rap2 214444 10.955471 -2.512609e-02 0.16437122
## 5980 Gak 231580 36.886847 -2.514166e-02 0.13022656
## 5981 Zbtb7a 16969 21.782572 -2.516223e-02 0.14758976
## 5982 Ranbp9 56705 30.390925 -2.517908e-02 0.13857088
## 5983 Mpp1 17524 96.222800 -2.518862e-02 0.12101366
## 5984 Vti1b 53612 40.366906 -2.520534e-02 0.12864601
## 5985 Ppm1d 53892 18.935976 -2.523172e-02 0.14955920
## 5986 Pnpla8 67452 19.269153 -2.523669e-02 0.14894222
## 5987 Ndufb2 68198 87.726237 -2.525520e-02 0.11436314
## 5988 Gnl3l 237107 18.604611 -2.527232e-02 0.15049128
## 5989 Lamtor2 83409 116.099600 -2.528948e-02 0.09943438
## 5990 Phf20l1 239510 14.459286 -2.529630e-02 0.15711464
## 5991 Madd 228355 22.770782 -2.531574e-02 0.14496451
## 5992 Atp5sl <NA> 23.429812 -2.531602e-02 0.14353506
## 5993 Gys1 14936 10.630747 -2.532591e-02 0.16535505
## 5994 Gsap 212167 10.801776 -2.533599e-02 0.16990176
## 5995 Cflar 12633 10.306716 -2.537083e-02 0.16674407
## 5996 Gas2l3 237436 23.602031 -2.537339e-02 0.14773347
## 5997 Nr2c2 22026 23.093684 -2.541018e-02 0.14427957
## 5998 Zfp956 101197 10.303040 -2.542414e-02 0.16667745
## 5999 Rprd2 75137 10.635929 -2.542961e-02 0.16528184
## 6000 Arf6 11845 86.423326 -2.544897e-02 0.10649717
## 6001 Cnpy4 66455 13.780658 -2.545778e-02 0.15906019
## 6002 Fermt3 108101 89.414744 -2.546565e-02 0.11107795
## 6003 Fam179b <NA> 10.963485 -2.549783e-02 0.16395517
## 6004 Tns3 319939 17.937541 -2.551757e-02 0.15217173
## 6005 Zfp260 26466 29.757563 -2.555409e-02 0.13884027
## 6006 Fbxw5 30839 22.433072 -2.559601e-02 0.14548579
## 6007 Trappc5 66682 25.588030 -2.560758e-02 0.14279954
## 6008 Galnt12 230145 17.611973 -2.563290e-02 0.15274133
## 6009 Ythdf2 213541 30.422786 -2.564893e-02 0.13754463
## 6010 Ppp1r10 52040 22.757090 -2.566316e-02 0.14450997
## 6011 Gtf2e1 74197 14.129336 -2.566495e-02 0.15784150
## 6012 Gtf2i 14886 53.026799 -2.568332e-02 0.12455108
## 6013 Eif4g3 230861 44.393590 -2.568507e-02 0.12978749
## 6014 Cr1l 12946 59.132946 -2.568976e-02 0.11869063
## 6015 Dctn3 53598 42.530714 -2.570823e-02 0.12825512
## 6016 Fam172a 68675 26.906841 -2.572697e-02 0.13995667
## 6017 Cpsf3 54451 44.207121 -2.575013e-02 0.12524395
## 6018 Por 18984 26.905501 -2.576380e-02 0.13987448
## 6019 Ngrn 83485 34.226722 -2.576723e-02 0.13412535
## 6020 Xrcc1 22594 47.352018 -2.578091e-02 0.12450740
## 6021 2210018M11Rik <NA> 10.632932 -2.582843e-02 0.16494354
## 6022 Snrnp35 76167 14.120345 -2.585106e-02 0.15782191
## 6023 Ddx24 27225 68.137232 -2.586072e-02 0.11374282
## 6024 Hif1an 319594 14.125494 -2.590711e-02 0.15757572
## 6025 Pip5k1a 18720 17.946590 -2.591583e-02 0.15135870
## 6026 Snd1 56463 85.385953 -2.592461e-02 0.10724414
## 6027 Klc2 16594 9.640352 -2.592909e-02 0.16915046
## 6028 Ep400 75560 26.257425 -2.593789e-02 0.14104308
## 6029 Zdhhc24 70605 9.638936 -2.596122e-02 0.16915180
## 6030 Mrpl10 107732 35.216921 -2.596781e-02 0.13211340
## 6031 Zfp553 233887 13.465728 -2.596864e-02 0.15961238
## 6032 Tpr 108989 64.319316 -2.597978e-02 0.11472986
## 6033 2310047M10Rik <NA> 10.298702 -2.598763e-02 0.16615089
## 6034 Trappc12 217449 18.271390 -2.599479e-02 0.15047036
## 6035 Gfm2 320806 13.791340 -2.600397e-02 0.15844080
## 6036 Ss18 268996 35.230302 -2.600779e-02 0.13217417
## 6037 Gsdmd 69146 25.927203 -2.601270e-02 0.14163518
## 6038 Sptlc1 268656 22.094671 -2.601561e-02 0.14569979
## 6039 Ufl1 67490 14.115899 -2.601870e-02 0.15751387
## 6040 Gimap6 231931 210.291589 -2.603746e-02 0.10353008
## 6041 Dyrk1b 13549 9.969489 -2.604052e-02 0.16756326
## 6042 Cc2d1a 212139 9.966402 -2.607366e-02 0.16754475
## 6043 Orai3 269999 14.118896 -2.607388e-02 0.15739647
## 6044 Ndufa3 66091 192.669385 -2.609684e-02 0.09377264
## 6045 Pigs 276846 26.583127 -2.610320e-02 0.14003932
## 6046 Fam132a <NA> 8.971726 -2.611227e-02 0.17222877
## 6047 Cmtm7 102545 521.597317 -2.611595e-02 0.09759985
## 6048 Dmtf1 23857 17.940912 -2.614321e-02 0.15110341
## 6049 Ints6 18130 12.132229 -2.615063e-02 0.16380505
## 6050 Dgcr2 13356 34.887784 -2.616546e-02 0.13236517
## 6051 Ppp2r2a 71978 28.411954 -2.616607e-02 0.14044469
## 6052 Tbc1d23 67581 13.785104 -2.616805e-02 0.15844488
## 6053 Tnks 21951 10.300722 -2.622028e-02 0.16602645
## 6054 Sec24b 99683 17.944513 -2.622257e-02 0.15107274
## 6055 Tshz1 110796 13.114326 -2.622636e-02 0.16062147
## 6056 Tmx3 67988 26.244394 -2.625326e-02 0.14055719
## 6057 Orc4 26428 17.288348 -2.626509e-02 0.15284740
## 6058 Etv3 27049 28.935488 -2.626832e-02 0.14390518
## 6059 Atxn7 246103 9.641031 -2.629016e-02 0.16887612
## 6060 Mynn 80732 9.964307 -2.630728e-02 0.16726865
## 6061 Atp9b 50771 13.791944 -2.632891e-02 0.15822811
## 6062 Cdkn1b 12576 74.613102 -2.635949e-02 0.11646517
## 6063 Rbmx 19655 32.549839 -2.638775e-02 0.13686100
## 6064 Polb 18970 22.610322 -2.638992e-02 0.14826865
## 6065 Hdac2 15182 83.048515 -2.640498e-02 0.10890285
## 6066 Szrd1 213491 55.324793 -2.645391e-02 0.11888429
## 6067 Ikbkap <NA> 12.800405 -2.647915e-02 0.16154347
## 6068 Zc3h7b 20286 37.721754 -2.648339e-02 0.13114365
## 6069 Fam198a <NA> 8.639021 -2.648372e-02 0.17382053
## 6070 Tm9sf4 99237 17.272725 -2.650403e-02 0.15253809
## 6071 Fxr2 23879 33.242790 -2.652106e-02 0.13500252
## 6072 Mpv17 17527 9.964910 -2.653278e-02 0.16718893
## 6073 Gdi1 14567 40.759500 -2.655632e-02 0.14101200
## 6074 Mgrn1 17237 25.246073 -2.656475e-02 0.14237821
## 6075 Ciao1 26371 16.942998 -2.657439e-02 0.15329720
## 6076 Csf2ra 12982 8.821167 -2.657712e-02 0.17885427
## 6077 Kctd3 226823 15.959956 -2.657727e-02 0.15609299
## 6078 AW549877 <NA> 19.449869 -2.662259e-02 0.15141923
## 6079 Kbtbd4 67136 17.278073 -2.665563e-02 0.15239760
## 6080 Sepp1 <NA> 170.715497 -2.665751e-02 0.12361208
## 6081 Agpat3 28169 29.398917 -2.666897e-02 0.13807091
## 6082 Phospho2 73373 12.790429 -2.667688e-02 0.16111249
## 6083 Stoml1 69106 20.943499 -2.668331e-02 0.15186472
## 6084 Pi4ka 224020 25.581389 -2.670914e-02 0.14147662
## 6085 Sec62 69276 40.215273 -2.672394e-02 0.13045365
## 6086 Aktip 14339 13.117324 -2.672438e-02 0.16006814
## 6087 Itm2c 64294 37.387087 -2.674390e-02 0.13114051
## 6088 Marf1 223989 15.299783 -2.674764e-02 0.15785781
## 6089 Abhd8 64296 19.610318 -2.676346e-02 0.15458966
## 6090 Fam189b 68521 11.462113 -2.676874e-02 0.16571770
## 6091 Idnk 75731 17.445873 -2.677416e-02 0.15585746
## 6092 Pld4 104759 64.026480 -2.680653e-02 0.14216523
## 6093 Mnt 17428 11.808066 -2.680786e-02 0.16465566
## 6094 Yme1l1 27377 50.169025 -2.682790e-02 0.12196373
## 6095 Slc25a12 78830 15.946081 -2.682885e-02 0.15576108
## 6096 Ezh2 14056 99.813406 -2.685487e-02 0.10643123
## 6097 AI846148 <NA> 12.790504 -2.687340e-02 0.16087263
## 6098 Fbxl20 72194 11.144292 -2.687950e-02 0.16714746
## 6099 Zfp191 <NA> 20.435470 -2.689410e-02 0.14845963
## 6100 Usp9x 22284 20.764608 -2.692363e-02 0.14765757
## 6101 Ggps1 14593 12.467153 -2.693649e-02 0.16207113
## 6102 Tti2 234138 9.632776 -2.694875e-02 0.16834243
## 6103 Pxk 218699 36.714475 -2.696253e-02 0.13979355
## 6104 Ift52 245866 24.913368 -2.696779e-02 0.14267052
## 6105 Fam13b 225358 24.596823 -2.697667e-02 0.14325198
## 6106 C2cd3 277939 16.610698 -2.703273e-02 0.15373853
## 6107 Nub1 53312 32.905412 -2.705013e-02 0.13491975
## 6108 Slc4a2 20535 20.766868 -2.705223e-02 0.14754136
## 6109 Gpr137 107173 9.304978 -2.708011e-02 0.16980393
## 6110 Wrnip1 78903 28.400086 -2.709898e-02 0.13952298
## 6111 Strada 72149 16.616725 -2.712756e-02 0.15373310
## 6112 Tcf25 66855 107.823557 -2.716599e-02 0.10373728
## 6113 Zfp810 235050 9.301302 -2.717364e-02 0.16970587
## 6114 Ep300 328572 23.442607 -2.718274e-02 0.14943275
## 6115 Rcn2 26611 41.159091 -2.718900e-02 0.13672340
## 6116 Lemd3 380664 16.609886 -2.721490e-02 0.15369031
## 6117 Dicer1 192119 16.286534 -2.722711e-02 0.15470908
## 6118 Ntan1 18203 48.166617 -2.723340e-02 0.12472711
## 6119 Bcor 71458 25.753379 -2.728025e-02 0.14452843
## 6120 Atxn3 110616 12.465571 -2.728995e-02 0.16177281
## 6121 C920025E04Rik <NA> 20.102323 -2.731571e-02 0.15667784
## 6122 Zfp407 240476 9.302222 -2.731936e-02 0.16959000
## 6123 Rdh14 105014 20.436240 -2.733012e-02 0.14806140
## 6124 2310045N01Rik <NA> 30.233984 -2.734953e-02 0.13943776
## 6125 Mettl10 <NA> 27.065791 -2.737029e-02 0.14202827
## 6126 Limk2 16886 19.443735 -2.737652e-02 0.15036581
## 6127 Atp11c 320940 16.280914 -2.739959e-02 0.15438532
## 6128 Pum1 80912 34.085110 -2.740329e-02 0.13647897
## 6129 Zfp12 231866 8.645212 -2.741063e-02 0.17299936
## 6130 Avl9 78937 12.132757 -2.741189e-02 0.16279208
## 6131 Gmfb 63985 55.834918 -2.742310e-02 0.12022628
## 6132 Zfp217 228913 21.945570 -2.745389e-02 0.14862815
## 6133 Dnajb9 27362 14.299189 -2.745534e-02 0.16011100
## 6134 Zbtb33 56805 19.442591 -2.747836e-02 0.15039907
## 6135 Arhgef18 102098 22.628732 -2.757426e-02 0.16020277
## 6136 Zbtb2 381990 11.794761 -2.759233e-02 0.16376645
## 6137 Mon2 67074 12.458973 -2.760569e-02 0.16148137
## 6138 Was 22376 77.432399 -2.760670e-02 0.11294445
## 6139 Golgb1 224139 8.970749 -2.761080e-02 0.17098787
## 6140 L3mbtl3 237339 14.138397 -2.761852e-02 0.16455268
## 6141 Peli1 67245 18.450672 -2.762788e-02 0.15264400
## 6142 Yif1a 68090 15.611552 -2.763682e-02 0.15608926
## 6143 Cnnm3 94218 8.967827 -2.764159e-02 0.17097120
## 6144 Zfp961 234413 15.291274 -2.765157e-02 0.15704024
## 6145 Zdhhc21 68268 12.127004 -2.767638e-02 0.16261843
## 6146 Tnfaip8l2 69769 37.557751 -2.768382e-02 0.13355766
## 6147 Epc2 227867 19.771291 -2.770257e-02 0.14924869
## 6148 Bcat1 12035 16.616069 -2.770799e-02 0.16838954
## 6149 Gne 50798 14.959875 -2.773295e-02 0.15786689
## 6150 Ssh3 245857 12.977097 -2.777929e-02 0.16426978
## 6151 Cbll1 104836 12.129760 -2.780277e-02 0.16250077
## 6152 Spty2d1 101685 12.129760 -2.780277e-02 0.16250077
## 6153 Pbrm1 66923 41.683342 -2.780554e-02 0.13012793
## 6154 Parp8 52552 12.791151 -2.781944e-02 0.16938856
## 6155 Npc2 67963 63.472501 -2.785368e-02 0.13048439
## 6156 Trappc3 27096 43.010638 -2.785417e-02 0.12818752
## 6157 Commd8 27784 29.573886 -2.787287e-02 0.14002697
## 6158 Zfp212 232784 15.620982 -2.787364e-02 0.15581187
## 6159 Marc2 <NA> 86.953304 -2.791421e-02 0.11843290
## 6160 Ift22 67286 29.235229 -2.791442e-02 0.14059609
## 6161 Orai1 109305 10.808480 -2.792417e-02 0.16757936
## 6162 Bcl2l2 12050 8.637274 -2.792486e-02 0.17250368
## 6163 Zc3h14 75553 38.861669 -2.794589e-02 0.13122656
## 6164 Prex1 277360 34.573295 -2.794592e-02 0.13860296
## 6165 Adck4 <NA> 8.642215 -2.794913e-02 0.17258362
## 6166 Zfp935 71508 8.635858 -2.795892e-02 0.17250820
## 6167 Trim21 20821 13.633352 -2.796079e-02 0.16190085
## 6168 2610507B11Rik 72503 51.666696 -2.796145e-02 0.12177534
## 6169 Stard3 59045 21.929434 -2.800246e-02 0.14790486
## 6170 Golga2 99412 19.109626 -2.801879e-02 0.15069725
## 6171 Sox12 20667 8.809905 -2.804188e-02 0.20389052
## 6172 Slc25a46 67453 14.947340 -2.807346e-02 0.15750201
## 6173 Ccdc32 269336 18.438169 -2.808447e-02 0.15232506
## 6174 S100a11 20195 49.718429 -2.808537e-02 0.15387199
## 6175 Tet3 194388 10.809325 -2.812184e-02 0.16747902
## 6176 Senp7 66315 14.620958 -2.812862e-02 0.15840896
## 6177 Gpbp1l1 77110 42.051181 -2.813102e-02 0.12923379
## 6178 Bcar3 29815 9.116227 -2.813248e-02 0.17543084
## 6179 Slc16a5 217316 9.966821 -2.816070e-02 0.18638076
## 6180 Slc7a6os 66432 29.588251 -2.823912e-02 0.14002909
## 6181 Pddc1 <NA> 30.223849 -2.823959e-02 0.13849350
## 6182 Mbtd1 103537 22.596345 -2.824658e-02 0.14637170
## 6183 A430078G23Rik <NA> 8.815140 -2.831230e-02 0.17702065
## 6184 Fra10ac1 70567 14.953564 -2.832022e-02 0.15753359
## 6185 Gigyf1 57330 16.794127 -2.832458e-02 0.15657903
## 6186 H2-Q5 15016 23.764596 -2.832805e-02 0.17436884
## 6187 Csnk2a1 12995 26.755108 -2.833033e-02 0.14141870
## 6188 Mterf3 66410 22.591811 -2.834983e-02 0.14612115
## 6189 Ppcs 106564 11.134183 -2.839721e-02 0.16578927
## 6190 Snapc3 77634 17.121894 -2.839867e-02 0.15547662
## 6191 Ankhd1 108857 26.088544 -2.841771e-02 0.14253171
## 6192 Man1a2 17156 14.282621 -2.841809e-02 0.15954929
## 6193 Usp47 74996 26.742406 -2.843216e-02 0.14123701
## 6194 Rufy3 52822 9.795821 -2.843244e-02 0.17194286
## 6195 S100a10 20194 265.697536 -2.844468e-02 0.11631517
## 6196 Tor3a 30935 13.961225 -2.844719e-02 0.16038339
## 6197 Rsbn1 229675 14.956637 -2.845039e-02 0.15731325
## 6198 Rft1 328370 10.794680 -2.847425e-02 0.16698363
## 6199 Creb1 12912 18.771814 -2.851711e-02 0.15105571
## 6200 Cep120 225523 14.950775 -2.852652e-02 0.15715119
## 6201 1500011K16Rik <NA> 18.616594 -2.862569e-02 0.15522098
## 6202 Cnot8 69125 54.168938 -2.864024e-02 0.12067327
## 6203 Zbtb6 241322 7.979451 -2.864560e-02 0.17604844
## 6204 Helz2 229003 17.631397 -2.866798e-02 0.15779078
## 6205 Mob1a 232157 81.261076 -2.868384e-02 0.10919643
## 6206 Flad1 319945 13.966076 -2.868661e-02 0.16021179
## 6207 1810022K09Rik <NA> 61.618565 -2.870505e-02 0.12201430
## 6208 Pigv 230801 9.143432 -2.870744e-02 0.17473153
## 6209 Tspyl2 52808 12.305716 -2.873245e-02 0.16576255
## 6210 Gbp2b 14468 14.612810 -2.877996e-02 0.18070431
## 6211 Zfp146 26465 44.542398 -2.879669e-02 0.12797106
## 6212 Sprtn 244666 14.622166 -2.880328e-02 0.15803445
## 6213 Cyld 74256 11.132601 -2.881116e-02 0.16547866
## 6214 Lrrc14 223664 11.132601 -2.881116e-02 0.16547866
## 6215 Natd1 24083 12.948500 -2.881187e-02 0.16318991
## 6216 Pdcl 67466 21.924043 -2.882065e-02 0.14722205
## 6217 Lpgat1 226856 18.115648 -2.883375e-02 0.15251600
## 6218 Arhgap18 73910 22.089531 -2.883629e-02 0.15110699
## 6219 Sh3pxd2a 14218 8.132537 -2.886277e-02 0.18126061
## 6220 Dbt 13171 11.126003 -2.886748e-02 0.16543139
## 6221 Il2rg 16186 68.314715 -2.887302e-02 0.11881408
## 6222 Uap1l1 227620 14.284335 -2.893592e-02 0.15886744
## 6223 Wbp4 22380 14.776099 -2.897670e-02 0.16176657
## 6224 Mfap3 216760 18.103188 -2.902570e-02 0.15223761
## 6225 Pak2 224105 41.700776 -2.903336e-02 0.12840257
## 6226 Gtf3c1 233863 24.432057 -2.903605e-02 0.14553246
## 6227 Surf6 20935 49.871789 -2.903832e-02 0.12707599
## 6228 Rnf40 233900 33.401390 -2.906472e-02 0.13535500
## 6229 Zfp87 170763 13.956538 -2.912850e-02 0.15973610
## 6230 Rbm18 67889 17.781419 -2.914011e-02 0.15307674
## 6231 Rbbp6 19647 36.559367 -2.914471e-02 0.13381033
## 6232 Esco1 77805 17.444159 -2.917168e-02 0.15376952
## 6233 Tmem5 <NA> 17.444192 -2.918908e-02 0.15394468
## 6234 Coro1b 23789 127.231919 -2.919100e-02 0.10005275
## 6235 Map2k7 26400 27.600093 -2.919908e-02 0.14278839
## 6236 Bet1 12068 17.440845 -2.920935e-02 0.15388074
## 6237 Akap11 219181 11.304020 -2.926632e-02 0.16904517
## 6238 Scaf1 233208 28.589734 -2.928840e-02 0.14059530
## 6239 Gnaq 14682 10.469672 -2.933123e-02 0.16791153
## 6240 Rab43 69834 43.538289 -2.933678e-02 0.14176240
## 6241 Aldh1b1 72535 10.286979 -2.934674e-02 0.17399903
## 6242 Ankrd63 383787 6.133317 -2.936918e-02 0.22538331
## 6243 Pxn 19303 42.186016 -2.940164e-02 0.14475307
## 6244 Gosr2 56494 48.346908 -2.942199e-02 0.12466182
## 6245 Fyttd1 69823 20.932930 -2.942333e-02 0.14917232
## 6246 Rcn1 19672 11.639955 -2.943820e-02 0.16782864
## 6247 Ube2d3 66105 134.902898 -2.944591e-02 0.09854132
## 6248 Taz <NA> 32.078695 -2.948223e-02 0.13744134
## 6249 Mat2b 108645 55.001734 -2.948487e-02 0.12203880
## 6250 Uhmk1 16589 24.418304 -2.949190e-02 0.14519099
## 6251 Fam193a 231128 13.619221 -2.950504e-02 0.16048895
## 6252 Rras2 66922 24.572071 -2.951126e-02 0.14880657
## 6253 Pomgnt1 68273 13.622930 -2.952529e-02 0.16068066
## 6254 Gatad2b 229542 24.413844 -2.954203e-02 0.14493503
## 6255 Asxl2 75302 13.626664 -2.959726e-02 0.16047797
## 6256 Golga5 27277 24.086333 -2.960868e-02 0.14577873
## 6257 Vamp4 53330 10.131766 -2.962060e-02 0.16914333
## 6258 Angel2 52477 36.555252 -2.966526e-02 0.13290713
## 6259 Jund 16478 74.000219 -2.967295e-02 0.12379203
## 6260 Pygl 110095 11.481074 -2.968193e-02 0.17262386
## 6261 Zfp236 329002 10.133257 -2.968783e-02 0.16900757
## 6262 Trp53bp2 209456 10.464655 -2.969816e-02 0.16759259
## 6263 Rnf215 71673 10.136858 -2.970234e-02 0.16906038
## 6264 Rnf34 80751 34.554949 -2.970262e-02 0.13634007
## 6265 Tmsb15b1 666244 8.134647 -2.971395e-02 0.18068083
## 6266 Rchy1 68098 32.053566 -2.973014e-02 0.13716117
## 6267 Tgfbr1 21812 13.291290 -2.973319e-02 0.16159193
## 6268 Pex14 56273 20.602509 -2.974963e-02 0.14944531
## 6269 Ndst1 15531 16.445856 -2.978525e-02 0.15611197
## 6270 Ctps2 55936 10.133181 -2.979239e-02 0.16898142
## 6271 Rgs19 56470 58.035497 -2.981744e-02 0.12493243
## 6272 Mfge8 17304 26.242502 -2.983339e-02 0.14445392
## 6273 Asb2 65256 29.564835 -2.983374e-02 0.16771247
## 6274 Cdc42se1 57912 65.164124 -2.987266e-02 0.12510777
## 6275 Faim 23873 80.710389 -2.987676e-02 0.13313920
## 6276 Rexo4 227656 27.258661 -2.988265e-02 0.14254631
## 6277 Vta1 66201 39.031325 -2.988351e-02 0.13197687
## 6278 Gtpbp6 107999 17.295752 -2.989496e-02 0.15761097
## 6279 Ugdh 22235 25.898094 -2.990728e-02 0.14554502
## 6280 Zmym5 219105 15.456514 -2.991314e-02 0.15868885
## 6281 Nmi 64685 29.743729 -2.993052e-02 0.14153388
## 6282 Ikbkg 16151 10.135442 -2.994369e-02 0.16890652
## 6283 Kdm4b 193796 19.278455 -2.994791e-02 0.15243085
## 6284 Kctd10 330171 37.353111 -2.995053e-02 0.13492729
## 6285 Clip1 56430 20.268476 -2.995202e-02 0.15019044
## 6286 Ndnl2 <NA> 17.120001 -3.001757e-02 0.16140107
## 6287 Scimp 327957 33.803862 -3.002985e-02 0.17305199
## 6288 Ankib1 70797 13.289196 -3.004086e-02 0.16131322
## 6289 Atp6v1g1 66290 58.150622 -3.005454e-02 0.11998590
## 6290 Zkscan3 72739 24.931091 -3.005546e-02 0.14708976
## 6291 Ctdnep1 67181 69.930325 -3.006666e-02 0.11436803
## 6292 Dip2b 239667 11.971154 -3.006898e-02 0.16593567
## 6293 Brd1 223770 30.265316 -3.010976e-02 0.14384475
## 6294 Dis3l2 208718 16.780417 -3.016821e-02 0.15488332
## 6295 Pias3 229615 9.797446 -3.017745e-02 0.17021356
## 6296 H2-Q8 15019 108.340904 -3.018497e-02 0.15272750
## 6297 Ube2q1 70093 50.516354 -3.024356e-02 0.12384734
## 6298 1810043H04Rik <NA> 37.042181 -3.027556e-02 0.13551897
## 6299 Gpsm1 67839 13.136825 -3.029135e-02 0.16578045
## 6300 Bccip 66165 110.520253 -3.030130e-02 0.10590714
## 6301 Use1 67023 68.800703 -3.030553e-02 0.11953438
## 6302 Ubn1 170644 38.032823 -3.033319e-02 0.13312282
## 6303 Selt <NA> 68.256965 -3.033338e-02 0.11641186
## 6304 Rlf 109263 9.801047 -3.035312e-02 0.17014820
## 6305 Rsf1 233532 9.803307 -3.036228e-02 0.17018182
## 6306 Vwa8 219189 9.798291 -3.038257e-02 0.17013282
## 6307 Rnpepl1 108657 27.579378 -3.041781e-02 0.14134824
## 6308 Zfp397 69256 11.308391 -3.043822e-02 0.16833642
## 6309 Smarcad1 13990 14.793751 -3.044642e-02 0.16029371
## 6310 Hexa 15211 7.153910 -3.045426e-02 0.18799149
## 6311 Rnf216 108086 26.920107 -3.047080e-02 0.14264897
## 6312 Hmg20a 66867 33.874096 -3.052853e-02 0.13674784
## 6313 Obfc1 <NA> 12.606492 -3.053213e-02 0.17144614
## 6314 Hibch 227095 11.967478 -3.053779e-02 0.16558258
## 6315 Lats1 16798 12.626266 -3.055602e-02 0.16327717
## 6316 Nudt16 75686 18.266895 -3.058987e-02 0.15466251
## 6317 Sgpl1 20397 23.421112 -3.059109e-02 0.14610568
## 6318 Mdm1 17245 15.450958 -3.059686e-02 0.15836294
## 6319 Mta1 116870 60.626040 -3.060995e-02 0.11949043
## 6320 Cyhr1 54151 32.234563 -3.061225e-02 0.13945523
## 6321 H2-D1 14964 720.357103 -3.073877e-02 0.13420102
## 6322 Map3k5 26408 26.738036 -3.076051e-02 0.14687801
## 6323 Inppl1 16332 22.425883 -3.076147e-02 0.14827103
## 6324 Taf1a 21339 8.479271 -3.078234e-02 0.17723769
## 6325 Mir5133 100628602 1669.724114 -3.078283e-02 0.33529114
## 6326 Mecp2 17257 9.468836 -3.080081e-02 0.17155324
## 6327 Tmem87a 211499 26.919536 -3.082344e-02 0.14234602
## 6328 Ccdc50 67501 40.548340 -3.087852e-02 0.13186267
## 6329 Trim14 74735 18.946849 -3.090345e-02 0.15259382
## 6330 Tspan31 67125 52.006793 -3.092531e-02 0.12415337
## 6331 Reps1 19707 28.054764 -3.095230e-02 0.14383695
## 6332 Pls3 102866 11.283579 -3.095774e-02 0.16793539
## 6333 Dennd1b 329260 9.467496 -3.095787e-02 0.17141664
## 6334 Klhl17 231003 11.637362 -3.098029e-02 0.16665792
## 6335 Vps53 68299 15.452539 -3.099252e-02 0.15803380
## 6336 Smo 319757 9.476312 -3.099297e-02 0.19341153
## 6337 Hopx 74318 8.807795 -3.100656e-02 0.19970648
## 6338 Toporsos <NA> 30.595916 -3.105594e-02 0.14247883
## 6339 Mterf2 74238 11.962220 -3.106450e-02 0.16522984
## 6340 Lrmp <NA> 390.583244 -3.108893e-02 0.10828893
## 6341 Bod1l 665775 15.451860 -3.109634e-02 0.15789564
## 6342 Pigm 67556 10.976784 -3.110532e-02 0.16944800
## 6343 Aftph 216549 25.591715 -3.110808e-02 0.14475349
## 6344 Scyl3 240880 15.122647 -3.115897e-02 0.15884469
## 6345 Otud4 73945 26.773937 -3.116322e-02 0.14644444
## 6346 BC005537 79555 108.537188 -3.119477e-02 0.10593697
## 6347 Pggt1b 225467 15.452705 -3.126477e-02 0.15782681
## 6348 Gcc2 70297 11.959977 -3.127050e-02 0.16516084
## 6349 Tra2a 101214 93.615372 -3.127065e-02 0.12184839
## 6350 Uck1 22245 25.583943 -3.128570e-02 0.14455094
## 6351 Sp110 109032 42.238401 -3.132082e-02 0.13575666
## 6352 Slc50a1 19729 43.227272 -3.133187e-02 0.13404762
## 6353 Exosc3 66362 50.656481 -3.136448e-02 0.12579422
## 6354 Churc1 211151 35.698907 -3.141173e-02 0.14278213
## 6355 Setd1b 208043 10.972579 -3.143943e-02 0.16903937
## 6356 Supt6 20926 29.415015 -3.146083e-02 0.14045223
## 6357 Flii 14248 62.123464 -3.146359e-02 0.11925079
## 6358 Kansl3 226976 22.097515 -3.147019e-02 0.14844981
## 6359 Rbm26 74213 27.764027 -3.155873e-02 0.14376757
## 6360 Trpc4ap 56407 58.306781 -3.158228e-02 0.12100281
## 6361 Zranb1 360216 18.271218 -3.160794e-02 0.15373225
## 6362 Rock1 19877 40.209785 -3.161585e-02 0.13150231
## 6363 Snx6 72183 54.476001 -3.165024e-02 0.12309432
## 6364 Zbtb8os 67106 29.064516 -3.165446e-02 0.14097970
## 6365 Sae1 56459 152.868226 -3.167590e-02 0.10616251
## 6366 Rapgef5 217944 18.951437 -3.168555e-02 0.15919001
## 6367 Chic2 74277 21.426191 -3.168904e-02 0.14963469
## 6368 9930021J03Rik 240613 8.802547 -3.171826e-02 0.17447767
## 6369 Zfp654 72020 8.802547 -3.171826e-02 0.17447767
## 6370 Nfe2l1 18023 28.418187 -3.173208e-02 0.14220658
## 6371 Chchd7 66433 44.186003 -3.175316e-02 0.13225251
## 6372 Rnf135 71956 8.802472 -3.176078e-02 0.17450708
## 6373 H2-Q10 15007 76.253343 -3.176288e-02 0.14818257
## 6374 Eps15l1 13859 32.242223 -3.177184e-02 0.13845719
## 6375 Tcf7 21414 8.336074 -3.177829e-02 0.19739875
## 6376 Zfp777 72306 14.787515 -3.179503e-02 0.15946258
## 6377 Atp6v1d 73834 42.027025 -3.181223e-02 0.13179089
## 6378 Actr5 109275 14.456282 -3.182930e-02 0.16039837
## 6379 Galnt7 108150 25.748920 -3.187515e-02 0.14758124
## 6380 Pitpnm2 19679 16.955833 -3.188536e-02 0.15732930
## 6381 Llgl1 16897 20.754028 -3.188898e-02 0.15126758
## 6382 Ubxn7 224111 11.629348 -3.191191e-02 0.16605309
## 6383 Patz1 56218 37.894660 -3.194344e-02 0.13513534
## 6384 Pecam1 18613 46.544697 -3.195686e-02 0.13468741
## 6385 Pik3r6 104709 16.632049 -3.196012e-02 0.16485160
## 6386 Ammecr1l 225339 17.946768 -3.197559e-02 0.15434553
## 6387 Dhx8 217207 28.407732 -3.197998e-02 0.14186099
## 6388 Fam216a 68948 28.078775 -3.199321e-02 0.14257014
## 6389 Phf3 213109 21.434237 -3.199986e-02 0.14952766
## 6390 Naa30 70646 11.297950 -3.200253e-02 0.16725775
## 6391 Zfp69 381549 13.792692 -3.201463e-02 0.16249468
## 6392 Pvt1 19296 4.665543 -3.201475e-02 0.21528772
## 6393 Kdm3a 104263 20.773702 -3.201767e-02 0.15098609
## 6394 Mien1 103742 55.995425 -3.202044e-02 0.12386723
## 6395 Fnbp1 14269 35.387905 -3.202716e-02 0.13623697
## 6396 Tctex1d2 <NA> 17.609465 -3.202788e-02 0.15525609
## 6397 Usp34 17847 27.417666 -3.208317e-02 0.14378747
## 6398 Itfg1 71927 24.575607 -3.210953e-02 0.14602012
## 6399 1600014C10Rik 72244 24.253158 -3.211545e-02 0.14674800
## 6400 Repin1 58887 17.460199 -3.212411e-02 0.15921310
## 6401 Apc 11789 10.967156 -3.213737e-02 0.16860555
## 6402 Hes5 15208 10.637943 -3.221212e-02 0.17002783
## 6403 H2-Q7 15018 38.203720 -3.225330e-02 0.17549429
## 6404 Nfkb2 18034 16.944408 -3.225372e-02 0.15672158
## 6405 Irf2bp1 272359 24.588637 -3.229031e-02 0.14586589
## 6406 Zbed3 72114 22.575656 -3.232871e-02 0.15048625
## 6407 Crebbp 12914 13.464140 -3.234493e-02 0.16335284
## 6408 Lgr5 14160 10.303267 -3.240413e-02 0.18100936
## 6409 Alkbh6 233065 16.950783 -3.246826e-02 0.15671183
## 6410 Litaf 56722 14.950419 -3.250708e-02 0.16228975
## 6411 Zmynd11 66505 39.183357 -3.252603e-02 0.13981209
## 6412 Tmem50b 77975 18.453092 -3.254493e-02 0.15631703
## 6413 Dcaf7 71833 40.692557 -3.258166e-02 0.13358993
## 6414 Lrp6 16974 10.965740 -3.260425e-02 0.16833841
## 6415 Uspl1 231915 20.439834 -3.269753e-02 0.15136579
## 6416 Zeb2 24136 13.459561 -3.277304e-02 0.16316017
## 6417 Atg12 67526 20.433477 -3.278287e-02 0.15125431
## 6418 Fbxo38 107035 23.929716 -3.278461e-02 0.14694621
## 6419 Zfx 22764 13.790356 -3.278543e-02 0.16200582
## 6420 Slc37a2 56857 19.773742 -3.281405e-02 0.15298782
## 6421 Zzef1 195018 10.632926 -3.282698e-02 0.16961284
## 6422 Cpsf7 269061 41.047633 -3.285713e-02 0.13252157
## 6423 Clcn4-2 <NA> 18.603166 -3.288415e-02 0.15911495
## 6424 Tnfrsf26 244237 13.800982 -3.288959e-02 0.19187300
## 6425 Gbp2 14469 31.886709 -3.289455e-02 0.17288790
## 6426 Rgs2 19735 35.537849 -3.294166e-02 0.13836351
## 6427 Cd244 <NA> 35.593330 -3.295940e-02 0.14440074
## 6428 Psrc1 56742 13.292416 -3.296883e-02 0.18381060
## 6429 Zfp868 234362 19.448778 -3.299090e-02 0.15364330
## 6430 Ywhag 22628 54.048921 -3.299853e-02 0.13224662
## 6431 Ly9 17085 36.743767 -3.300067e-02 0.14508097
## 6432 Dnajc14 74330 20.104023 -3.303778e-02 0.15192014
## 6433 Cxcr5 12145 28.064404 -3.303889e-02 0.22584684
## 6434 Sfswap 231769 30.901402 -3.305248e-02 0.13970418
## 6435 Terf2 21750 30.905924 -3.305272e-02 0.13976778
## 6436 Arhgap10 78514 19.254655 -3.305351e-02 0.15776409
## 6437 Cd69 12515 17.301975 -3.307789e-02 0.16845849
## 6438 Sirt7 209011 40.567208 -3.309201e-02 0.13640429
## 6439 Edc4 234699 23.265866 -3.310603e-02 0.14819082
## 6440 Tpp2 22019 41.377494 -3.311427e-02 0.13152353
## 6441 Yeats2 208146 12.796873 -3.313129e-02 0.16526507
## 6442 Tmed5 73130 30.570520 -3.317443e-02 0.14026021
## 6443 Fam160b2 <NA> 12.458439 -3.321448e-02 0.16625252
## 6444 Rmnd1 66084 14.143398 -3.323955e-02 0.16855082
## 6445 Ube3a 22215 19.774994 -3.326480e-02 0.15266554
## 6446 Hivep3 16656 9.304070 -3.328240e-02 0.17624907
## 6447 Zkscan14 67235 9.971578 -3.334505e-02 0.17248308
## 6448 Shprh 268281 10.301636 -3.335995e-02 0.17091180
## 6449 Fbxw11 103583 29.901005 -3.337129e-02 0.14147704
## 6450 Pisd 320951 33.242252 -3.341896e-02 0.14185729
## 6451 Smarca5 93762 58.986292 -3.348255e-02 0.12428302
## 6452 Chchd5 66170 10.299375 -3.351519e-02 0.17078389
## 6453 Armc5 233912 13.125332 -3.352993e-02 0.16382447
## 6454 Mark4 232944 15.282814 -3.354211e-02 0.16067985
## 6455 Tnrc6a 233833 19.114821 -3.355063e-02 0.15415805
## 6456 Usp48 170707 22.602683 -3.355595e-02 0.14936792
## 6457 Ktn1 16709 29.249569 -3.358797e-02 0.14248598
## 6458 Zap70 22637 42.316826 -3.358901e-02 0.16982192
## 6459 Ccnt2 72949 20.950095 -3.359356e-02 0.15313225
## 6460 Pcyox1 66881 15.460516 -3.362889e-02 0.16376262
## 6461 Irs2 384783 8.639121 -3.364459e-02 0.18011376
## 6462 Exoc2 66482 26.084819 -3.368126e-02 0.14533887
## 6463 Stx6 58244 29.563174 -3.370035e-02 0.14175826
## 6464 Slc30a5 69048 70.244734 -3.370759e-02 0.12827988
## 6465 Ddx46 212880 52.987716 -3.371766e-02 0.12673021
## 6466 Exoc3 211446 19.433080 -3.373828e-02 0.15312429
## 6467 Rap2b 74012 9.632935 -3.375224e-02 0.17403350
## 6468 Tapbpl 213233 13.622543 -3.375477e-02 0.16585171
## 6469 0610030E20Rik 68364 12.791177 -3.381756e-02 0.16477473
## 6470 Tug1 544752 35.224776 -3.383416e-02 0.13815135
## 6471 Cant1 76025 22.596580 -3.386858e-02 0.14909468
## 6472 Ceacam1 26365 14.292494 -3.387222e-02 0.16356055
## 6473 Ptpn6 15170 142.601823 -3.387567e-02 0.10820259
## 6474 Btbd10 68815 15.942175 -3.388074e-02 0.15859126
## 6475 Celsr1 12614 7.986888 -3.388699e-02 0.18500198
## 6476 Syne3 212073 9.298241 -3.390544e-02 0.17600452
## 6477 Zc3h11a 70579 47.209081 -3.392604e-02 0.13147118
## 6478 Dlgap4 228836 12.972149 -3.392803e-02 0.16818566
## 6479 Bcl2l12 75736 28.585027 -3.396743e-02 0.14339735
## 6480 Chd7 320790 14.300541 -3.396812e-02 0.16365903
## 6481 Tspyl1 22110 39.706542 -3.397088e-02 0.13347834
## 6482 Ddx47 67755 60.978323 -3.398823e-02 0.12081079
## 6483 Chtop 66511 89.225108 -3.400316e-02 0.11031347
## 6484 Mdn1 100019 15.148702 -3.401187e-02 0.17152973
## 6485 B3glct 381694 14.274238 -3.401512e-02 0.16366973
## 6486 Shisa5 66940 185.029114 -3.404020e-02 0.11873604
## 6487 Golga3 269682 12.791781 -3.409273e-02 0.16472273
## 6488 Ulk2 29869 12.456706 -3.409936e-02 0.16586310
## 6489 Rnf38 73469 25.757097 -3.411785e-02 0.14562786
## 6490 Ttc3 22129 17.114849 -3.417272e-02 0.15870760
## 6491 Cdc25b 12531 108.616687 -3.418648e-02 0.15183920
## 6492 Fam35a <NA> 9.634185 -3.423068e-02 0.17373436
## 6493 Tmem168 101118 12.462568 -3.423951e-02 0.16587096
## 6494 Hnrnpdl 50926 101.926461 -3.424136e-02 0.12604862
## 6495 Arl6ip1 54208 406.347069 -3.424161e-02 0.08909343
## 6496 Lnx2 140887 9.631354 -3.430651e-02 0.17375187
## 6497 Zmym2 76007 19.605990 -3.432043e-02 0.15569105
## 6498 Dnajc5 13002 49.507994 -3.434602e-02 0.12731805
## 6499 Fzd6 14368 21.944195 -3.436141e-02 0.16213253
## 6500 Vimp <NA> 53.344766 -3.439707e-02 0.13128118
## 6501 Gm16973 100503823 7.977577 -3.448859e-02 0.18426441
## 6502 Szt2 230676 9.307233 -3.449701e-02 0.17546438
## 6503 Maml3 433586 12.122990 -3.450200e-02 0.16695199
## 6504 Bcl7b 12054 24.750400 -3.451544e-02 0.14738538
## 6505 Ubr1 22222 15.284262 -3.453382e-02 0.16024628
## 6506 Pou2f1 18986 9.632770 -3.454608e-02 0.17359031
## 6507 Slc4a7 218756 35.192500 -3.456524e-02 0.14370471
## 6508 Ttc33 67515 28.582558 -3.460726e-02 0.14302753
## 6509 Zfp148 22661 15.285844 -3.465784e-02 0.16015073
## 6510 Casp6 12368 14.945511 -3.466391e-02 0.16110829
## 6511 Irak3 73914 11.791757 -3.469869e-02 0.16808814
## 6512 Sh2d5 230863 7.673785 -3.472099e-02 0.21930946
## 6513 Tmed7 66676 52.330171 -3.472556e-02 0.12585313
## 6514 Ccdc88b 78317 17.624554 -3.473659e-02 0.16059973
## 6515 Btk 12229 119.816549 -3.474092e-02 0.10517477
## 6516 Unk 217331 17.783266 -3.474225e-02 0.15682944
## 6517 Gm8909 667977 25.745982 -3.476243e-02 0.15715399
## 6518 Edem1 192193 17.111097 -3.477724e-02 0.15838531
## 6519 Rsrc2 208606 55.825838 -3.484470e-02 0.12390842
## 6520 Fbxl8 50788 8.967987 -3.484715e-02 0.17717608
## 6521 Zfp507 668501 8.970247 -3.485510e-02 0.17721294
## 6522 Gas8 104346 9.304236 -3.485665e-02 0.17533332
## 6523 Mnd1 76915 20.082686 -3.486996e-02 0.15782089
## 6524 Araf 11836 32.588303 -3.488677e-02 0.14197992
## 6525 Ric1 226089 12.123835 -3.490723e-02 0.16679543
## 6526 Stag2 20843 78.555489 -3.494065e-02 0.11569553
## 6527 Pde9a 18585 13.618741 -3.497046e-02 0.21361462
## 6528 Plekhg2 101497 20.267262 -3.504939e-02 0.15365638
## 6529 Tmem230 70612 8.969402 -3.509049e-02 0.17701201
## 6530 Ankrd17 81702 30.743038 -3.514835e-02 0.14169407
## 6531 Zscan25 666311 13.957528 -3.522191e-02 0.16397515
## 6532 Sike1 66641 24.089128 -3.522417e-02 0.14829128
## 6533 Serpinb1a 66222 45.251272 -3.522747e-02 0.16274710
## 6534 Prep 19072 135.807574 -3.525641e-02 0.14746271
## 6535 Il12a 16159 23.737018 -3.528169e-02 0.16551967
## 6536 Txnrd1 50493 45.881818 -3.530955e-02 0.13884311
## 6537 Foxj3 230700 14.620083 -3.532117e-02 0.16193788
## 6538 Mr1 15064 8.966164 -3.536898e-02 0.17699287
## 6539 Mxd4 17122 60.195160 -3.539580e-02 0.14292927
## 6540 Col27a1 373864 25.592409 -3.540887e-02 0.14852764
## 6541 Smim19 102032 16.435608 -3.542322e-02 0.16016819
## 6542 Dars 226414 60.823441 -3.544638e-02 0.12280503
## 6543 Tbl1x 21372 40.862998 -3.544771e-02 0.13366905
## 6544 Serpina3f 238393 8.140791 -3.549803e-02 0.21944042
## 6545 Lin52 217708 8.966405 -3.550574e-02 0.17686141
## 6546 Mtmr1 53332 14.280429 -3.553027e-02 0.16289782
## 6547 Ppid 67738 59.486532 -3.554851e-02 0.12493776
## 6548 Anks3 72615 13.957286 -3.559587e-02 0.16382899
## 6549 Chtf8 214987 87.076882 -3.560693e-02 0.11338566
## 6550 Nipal3 74552 12.296081 -3.563405e-02 0.16973124
## 6551 Zfp281 226442 11.135535 -3.568412e-02 0.17059604
## 6552 Tmem255a 245386 93.226067 -3.570166e-02 0.14868915
## 6553 Cecr2 330409 36.855905 -3.571203e-02 0.14022632
## 6554 Dlx1 13390 21.654162 -3.573403e-02 0.20151230
## 6555 Znrf1 170737 26.281632 -3.576053e-02 0.15293676
## 6556 Impa1 55980 39.203157 -3.577088e-02 0.13584996
## 6557 Dnajb5 56323 8.638608 -3.578336e-02 0.17880253
## 6558 Phf21a 192285 8.637192 -3.582331e-02 0.17881531
## 6559 Pramef8 <NA> 8.637192 -3.582331e-02 0.17881531
## 6560 Chpf2 100910 12.963125 -3.585308e-02 0.16716083
## 6561 Urb2 382038 17.114882 -3.588137e-02 0.15790430
## 6562 Arl11 219144 10.967282 -3.591039e-02 0.17541097
## 6563 Tmem180 <NA> 12.618189 -3.595784e-02 0.16869967
## 6564 Crkl 12929 33.219745 -3.596403e-02 0.13978339
## 6565 Rbl2 19651 16.439285 -3.600767e-02 0.15986769
## 6566 Smcr8 237782 13.623057 -3.601735e-02 0.16472784
## 6567 Zbtb17 22642 13.954289 -3.602817e-02 0.16366347
## 6568 Trak1 67095 31.560244 -3.604080e-02 0.14289394
## 6569 Pank4 269614 32.244641 -3.611329e-02 0.14157605
## 6570 Rnf167 70510 42.711044 -3.612414e-02 0.13316502
## 6571 Stat3 20848 32.906834 -3.616399e-02 0.14032826
## 6572 Mafk 17135 24.281965 -3.619144e-02 0.15654661
## 6573 Clec2i 93675 9.810110 -3.620695e-02 0.19965672
## 6574 Celf2 14007 52.145764 -3.621082e-02 0.12819246
## 6575 Mcm3ap 54387 19.937237 -3.621449e-02 0.15388532
## 6576 Ppp6r1 243819 167.139754 -3.622663e-02 0.09850225
## 6577 Sec11c 66286 160.521828 -3.625748e-02 0.10731823
## 6578 Helz 78455 13.621475 -3.626798e-02 0.16463412
## 6579 Zfp869 66869 16.776810 -3.627825e-02 0.15859624
## 6580 Ano10 102566 15.122914 -3.632512e-02 0.17659095
## 6581 Slc38a1 105727 44.230444 -3.632756e-02 0.13942031
## 6582 Amotl1 75723 28.218298 -3.635526e-02 0.17756152
## 6583 Apaf1 11783 19.600252 -3.637124e-02 0.15460291
## 6584 Mylip 218203 21.619792 -3.638541e-02 0.16663545
## 6585 Esrra 26379 16.628645 -3.647226e-02 0.16241535
## 6586 Kmt2b 75410 18.285570 -3.648641e-02 0.15792354
## 6587 Mia3 338366 19.599845 -3.653014e-02 0.15455713
## 6588 Manea 242362 13.282591 -3.653111e-02 0.16577029
## 6589 Sh2d2a 27371 10.799908 -3.653718e-02 0.18042253
## 6590 Lrrc8d 231549 19.268537 -3.654508e-02 0.15535466
## 6591 Tbk1 56480 32.229127 -3.656717e-02 0.14130606
## 6592 Itch 16396 28.413645 -3.657046e-02 0.14511864
## 6593 Heg1 77446 10.465932 -3.657999e-02 0.17337968
## 6594 Ndfip2 76273 22.081613 -3.658176e-02 0.15190492
## 6595 Cyp4f18 72054 31.952792 -3.658196e-02 0.18905137
## 6596 Ogfrl1 70155 17.953482 -3.661168e-02 0.17062468
## 6597 Slc38a10 72055 35.390755 -3.662352e-02 0.13856524
## 6598 Alg2 56737 13.293786 -3.663253e-02 0.16574371
## 6599 Rab2b 76338 9.801357 -3.665255e-02 0.17652304
## 6600 Huwe1 59026 50.036764 -3.667830e-02 0.13356102
## 6601 Pan3 72587 36.242148 -3.672521e-02 0.14048713
## 6602 Zcchc2 227449 19.784327 -3.679312e-02 0.15735773
## 6603 Zfp638 18139 28.416750 -3.680839e-02 0.14502865
## 6604 Stap1 56792 31.559889 -3.688133e-02 0.14813855
## 6605 Ankrd28 105522 59.988167 -3.692954e-02 0.12527120
## 6606 Cstf1 67337 32.233192 -3.695059e-02 0.14089335
## 6607 Arid2 77044 23.264653 -3.697487e-02 0.15225578
## 6608 Pink1 68943 23.916013 -3.701213e-02 0.15093669
## 6609 Sharpin 106025 45.886361 -3.703310e-02 0.13642045
## 6610 Zbtb24 268294 12.953529 -3.707491e-02 0.16665281
## 6611 Fnbp4 55935 43.067733 -3.708456e-02 0.13801653
## 6612 Ppp3ca 19055 62.457074 -3.711186e-02 0.12532630
## 6613 Atp10a 11982 9.462340 -3.711893e-02 0.17859396
## 6614 Rfk 54391 52.207580 -3.712502e-02 0.14622944
## 6615 Vps39 269338 18.281652 -3.715291e-02 0.15762170
## 6616 Rnf44 105239 43.575854 -3.719648e-02 0.13999691
## 6617 Pik3c2a 18704 11.955996 -3.720439e-02 0.17074896
## 6618 Mkl1 <NA> 19.776205 -3.722939e-02 0.15704461
## 6619 Mex3c 240396 24.917439 -3.724710e-02 0.14869639
## 6620 Sept1 <NA> 189.480745 -3.726867e-02 0.10725949
## 6621 Ino80 68142 15.454794 -3.728917e-02 0.16207631
## 6622 Fam32a 67922 54.002788 -3.729733e-02 0.12719078
## 6623 Mylpf 17907 9.457215 -3.729999e-02 0.17830402
## 6624 Amz2 13929 20.436321 -3.730077e-02 0.16115367
## 6625 Jkamp 104771 12.618487 -3.740039e-02 0.16786208
## 6626 Cdipt 52858 41.556257 -3.740688e-02 0.13698981
## 6627 Hook1 77963 7.316808 -3.741007e-02 0.20392657
## 6628 Dclk2 70762 21.110053 -3.742988e-02 0.15395282
## 6629 Zfp518a 72672 10.130253 -3.744056e-02 0.17448192
## 6630 Tspyl3 241732 10.133854 -3.744832e-02 0.17453596
## 6631 Iqcb1 320299 9.797439 -3.746169e-02 0.17620977
## 6632 Setd5 72895 33.730051 -3.746997e-02 0.14118821
## 6633 Herc2 15204 15.956253 -3.747322e-02 0.16380142
## 6634 Lzic 69151 24.585247 -3.753700e-02 0.14936139
## 6635 1300002E11Rik 100043489 17.944534 -3.762410e-02 0.15841235
## 6636 Sh3bp2 24055 14.461972 -3.764059e-02 0.16506229
## 6637 Rad52 19365 11.964550 -3.766755e-02 0.17028953
## 6638 Gnai3 14679 76.408396 -3.768865e-02 0.11782192
## 6639 Kdm1a 99982 54.325557 -3.769391e-02 0.12658572
## 6640 Aldh3a2 11671 17.929889 -3.772209e-02 0.15823139
## 6641 Zfp715 69930 20.454736 -3.773540e-02 0.16113037
## 6642 Stat2 20847 17.287523 -3.775683e-02 0.16013287
## 6643 Tm2d1 94043 17.938144 -3.778918e-02 0.15814274
## 6644 Zfp110 65020 21.429969 -3.780508e-02 0.15285776
## 6645 Prr14 233895 25.764501 -3.784755e-02 0.14972848
## 6646 Zfp319 79233 9.799700 -3.785413e-02 0.17608113
## 6647 Ubr3 68795 15.448120 -3.786520e-02 0.16186044
## 6648 Rfx5 53970 15.118412 -3.787576e-02 0.16292008
## 6649 Mageh1 75625 8.309219 -3.788390e-02 0.20653399
## 6650 Gzf1 74533 12.289845 -3.788397e-02 0.16888586
## 6651 Ddx42 72047 43.209588 -3.788640e-02 0.13425133
## 6652 Rapgef4 56508 10.308799 -3.791662e-02 0.17811264
## 6653 Csnk1d 104318 69.123854 -3.794996e-02 0.12085696
## 6654 Rnf146 68031 17.943161 -3.795762e-02 0.15808913
## 6655 Taok2 381921 32.078999 -3.799813e-02 0.14360333
## 6656 Abl1 11350 42.845935 -3.801523e-02 0.13454087
## 6657 Mapk1ip1 69546 10.967556 -3.802021e-02 0.17462704
## 6658 Fes 14159 42.897624 -3.808203e-02 0.14862911
## 6659 Kbtbd2 210973 20.112951 -3.809781e-02 0.15589623
## 6660 Dnajc30 66114 15.113724 -3.812761e-02 0.16276022
## 6661 Zfp358 140482 13.448073 -3.818756e-02 0.16811307
## 6662 Tradd 71609 27.084804 -3.818825e-02 0.14692155
## 6663 Fam136a 66488 48.535409 -3.825504e-02 0.13762161
## 6664 Usp38 74841 23.919511 -3.825606e-02 0.15020499
## 6665 Ttf1 22130 11.957952 -3.833248e-02 0.17002710
## 6666 Tnrc6c 217351 13.790788 -3.833509e-02 0.16713755
## 6667 2610008E11Rik 72128 9.136092 -3.837756e-02 0.17982249
## 6668 Wdr11 207425 20.760937 -3.839958e-02 0.15413777
## 6669 Xpr1 19775 17.937166 -3.840766e-02 0.15797174
## 6670 Dennd4b 229541 14.456955 -3.849238e-02 0.16469244
## 6671 Arnt 11863 17.606296 -3.856798e-02 0.15886110
## 6672 R3hdm2 71750 23.920793 -3.861200e-02 0.15014498
## 6673 Gls 14660 45.060348 -3.861891e-02 0.13951863
## 6674 Cep170 545389 16.949437 -3.869650e-02 0.16055869
## 6675 Gmcl1 23885 20.426707 -3.873117e-02 0.15476202
## 6676 Irf3 54131 48.042732 -3.874819e-02 0.13480269
## 6677 Pik3ca 18706 14.450282 -3.887068e-02 0.16458487
## 6678 Med1 19014 28.919722 -3.890526e-02 0.14616801
## 6679 1600002K03Rik <NA> 19.445189 -3.891349e-02 0.15725076
## 6680 Cdc73 214498 26.084393 -3.893898e-02 0.14858625
## 6681 Acap2 78618 22.914534 -3.894875e-02 0.15220245
## 6682 Ginm1 215751 19.421534 -3.900948e-02 0.15712243
## 6683 Gm11974 <NA> 36.119028 -3.901025e-02 0.15594157
## 6684 AU040320 100317 14.114305 -3.904983e-02 0.16563770
## 6685 Mgat2 217664 48.705639 -3.907067e-02 0.13381310
## 6686 Zdhhc17 320150 10.969576 -3.913372e-02 0.17428560
## 6687 Ganab 14376 83.227628 -3.915450e-02 0.11674163
## 6688 Adss 11566 84.409378 -3.918495e-02 0.11855050
## 6689 Gramd1a 52857 54.572562 -3.918630e-02 0.15159338
## 6690 Tmem127 69470 19.768281 -3.919882e-02 0.15618820
## 6691 Prickle3 54630 10.638857 -3.922163e-02 0.17589673
## 6692 Abhd1 57742 9.133698 -3.925366e-02 0.17967323
## 6693 Itprip 414801 15.942815 -3.927123e-02 0.16312282
## 6694 Papd5 <NA> 21.610700 -3.930606e-02 0.15501698
## 6695 Zfp36l1 12192 68.477099 -3.931261e-02 0.12622325
## 6696 Rnf20 109331 34.570758 -3.931745e-02 0.14146362
## 6697 Rbm12 75710 29.235554 -3.933902e-02 0.14518440
## 6698 Spata5l1 214616 11.807227 -3.934663e-02 0.17459939
## 6699 Gpr132 56696 14.801182 -3.950693e-02 0.17011800
## 6700 Sorcs2 81840 6.131824 -3.952423e-02 0.23575081
## 6701 Zdhhc20 75965 32.564778 -3.954025e-02 0.14466024
## 6702 Ccdc91 67015 7.967621 -3.954229e-02 0.20966998
## 6703 Trit1 66966 12.135081 -3.958176e-02 0.17293155
## 6704 Dnmt3a 13435 18.116886 -3.961730e-02 0.16034089
## 6705 Atxn7l3b 382423 62.970009 -3.962761e-02 0.12467653
## 6706 Rapgef6 192786 36.723794 -3.965078e-02 0.14033299
## 6707 Trip11 109181 8.804560 -3.970244e-02 0.18168463
## 6708 Sar1a 20224 62.954132 -3.970502e-02 0.12456619
## 6709 Cog5 238123 22.592764 -3.971785e-02 0.15263532
## 6710 Eif2b2 217715 63.494512 -3.972064e-02 0.13230917
## 6711 Slc1a5 20514 101.604412 -3.973272e-02 0.12828630
## 6712 Bre <NA> 45.836125 -3.973285e-02 0.13443419
## 6713 Fam110a 73847 23.742224 -3.977703e-02 0.15302577
## 6714 Tmem18 211986 18.436080 -3.978321e-02 0.15942407
## 6715 Chmp5 76959 41.381052 -3.979882e-02 0.13846479
## 6716 Rnf169 108937 13.453065 -3.982603e-02 0.16783941
## 6717 Cnr2 12802 19.597223 -3.985641e-02 0.17494461
## 6718 Commd6 66200 36.534937 -3.987933e-02 0.14322087
## 6719 Lax1 240754 57.073600 -3.989080e-02 0.16711725
## 6720 Tia1 21841 34.919821 -3.991240e-02 0.14608438
## 6721 Gab2 14389 10.286776 -3.992798e-02 0.17753202
## 6722 Lsm10 116748 15.946265 -3.995806e-02 0.16299019
## 6723 Dpp3 75221 43.036891 -3.996859e-02 0.13570291
## 6724 Traf6 22034 19.103034 -4.004543e-02 0.15763321
## 6725 Rab5b 19344 21.273968 -4.005166e-02 0.15546088
## 6726 Mbnl1 56758 153.272697 -4.006507e-02 0.11719648
## 6727 Rsbn1l 242860 19.107613 -4.007834e-02 0.15755898
## 6728 Ap1g1 11765 22.257029 -4.012082e-02 0.15318012
## 6729 Smg6 103677 23.431285 -4.016634e-02 0.15350216
## 6730 Ptch1 19206 10.963657 -4.017757e-02 0.17399087
## 6731 Cd180 17079 51.112530 -4.021506e-02 0.14566807
## 6732 Prmt10 <NA> 14.613008 -4.026606e-02 0.16693561
## 6733 Copb1 70349 70.413541 -4.028237e-02 0.12284386
## 6734 Mtf2 17765 45.206369 -4.039460e-02 0.13507436
## 6735 Dbp 13170 8.643213 -4.041546e-02 0.18851737
## 6736 Clptm1l 218335 65.138266 -4.041558e-02 0.12388865
## 6737 Tgoln2 22135 9.637152 -4.042294e-02 0.18150189
## 6738 A630023P12Rik 231603 8.985843 -4.046907e-02 0.19751693
## 6739 Mgat5 107895 11.457736 -4.053542e-02 0.17585375
## 6740 Cpsf2 51786 41.380054 -4.059019e-02 0.13794667
## 6741 Phkb 102093 13.121833 -4.062725e-02 0.16874251
## 6742 Uso1 56041 30.731945 -4.066471e-02 0.14462879
## 6743 Eng 13805 58.294300 -4.067765e-02 0.13004336
## 6744 Slc23a2 54338 8.471010 -4.069908e-02 0.18380648
## 6745 C2cd5 74741 22.415610 -4.083768e-02 0.15553558
## 6746 Vasp 22323 118.214442 -4.086451e-02 0.12069676
## 6747 Vps13b 666173 17.448502 -4.089445e-02 0.16161173
## 6748 Rnf13 24017 34.396828 -4.090014e-02 0.14357584
## 6749 Ctso 229445 15.283006 -4.090656e-02 0.16478578
## 6750 Osm 18413 6.819781 -4.095380e-02 0.20089478
## 6751 Abr 109934 24.232479 -4.097815e-02 0.15448298
## 6752 Prr12 233210 12.459716 -4.110967e-02 0.17113055
## 6753 Aga 11593 12.126992 -4.111329e-02 0.17251482
## 6754 Sf3b1 81898 135.909947 -4.113942e-02 0.10836499
## 6755 Hes6 55927 63.337433 -4.118483e-02 0.14040045
## 6756 Sqstm1 18412 89.599204 -4.119178e-02 0.13318238
## 6757 Cyb561d1 72023 8.139536 -4.124098e-02 0.18624513
## 6758 Vps8 209018 9.960319 -4.127013e-02 0.17897714
## 6759 Arhgap30 226652 85.623174 -4.127854e-02 0.12618282
## 6760 Cpt1a 12894 59.836634 -4.127967e-02 0.16691966
## 6761 Kdm4a 230674 30.904960 -4.128957e-02 0.14686313
## 6762 Snrnp200 320632 59.295253 -4.129501e-02 0.12835655
## 6763 Ppp3cb 19056 46.665702 -4.131721e-02 0.13505554
## 6764 Cdk12 69131 17.779900 -4.132339e-02 0.16061827
## 6765 Smad2 17126 10.298633 -4.132834e-02 0.17705576
## 6766 Akr7a5 110198 23.097749 -4.133593e-02 0.15384283
## 6767 Zscan29 99334 12.457621 -4.134622e-02 0.17102967
## 6768 Ltb 16994 330.494074 -4.146001e-02 0.16191019
## 6769 Mbnl2 105559 35.386761 -4.149560e-02 0.14167311
## 6770 Arfgef1 211673 32.895213 -4.150181e-02 0.14320213
## 6771 Ccdc125 76041 17.446845 -4.151626e-02 0.16146833
## 6772 Prpf39 328110 20.123404 -4.152711e-02 0.16071262
## 6773 Lipa 16889 37.389357 -4.157431e-02 0.15253372
## 6774 Prdm2 110593 14.293936 -4.159593e-02 0.16782992
## 6775 Pogz 229584 12.458300 -4.166591e-02 0.17099545
## 6776 Cdc14a 229776 14.946425 -4.167440e-02 0.16554179
## 6777 Rab19 19331 15.115598 -4.171532e-02 0.16827151
## 6778 Os9 216440 41.037074 -4.173561e-02 0.13783004
## 6779 Prkch 18755 7.493114 -4.174108e-02 0.24996152
## 6780 Dap 223453 51.535003 -4.175900e-02 0.15326194
## 6781 Cnot7 18983 35.393556 -4.176395e-02 0.14164263
## 6782 Pex5 19305 19.939733 -4.177895e-02 0.15797711
## 6783 Akr1b3 11677 38.202896 -4.178732e-02 0.14477843
## 6784 Fam168b 214469 74.429304 -4.181244e-02 0.12193794
## 6785 Lrch3 70144 14.950026 -4.181485e-02 0.16554456
## 6786 Rgp1 242406 14.292521 -4.183944e-02 0.16778313
## 6787 Ptpn14 19250 8.961485 -4.185322e-02 0.21170652
## 6788 Zmym4 67785 14.611052 -4.186451e-02 0.16667820
## 6789 Fem1c 240263 23.092071 -4.201468e-02 0.15359681
## 6790 Coa4 68185 14.283586 -4.201713e-02 0.16774546
## 6791 Zfp512 269639 17.442432 -4.214304e-02 0.16133728
## 6792 Zswim4 212168 12.628723 -4.220821e-02 0.17388426
## 6793 Armt1 73419 22.420811 -4.226235e-02 0.15510955
## 6794 Dcaf5 320808 14.617892 -4.230578e-02 0.16651895
## 6795 Vipas39 104799 22.755415 -4.230929e-02 0.15419326
## 6796 Abhd13 68904 12.123829 -4.231126e-02 0.17223909
## 6797 Tpst1 22021 35.074779 -4.238599e-02 0.14730587
## 6798 Cd48 12506 114.757981 -4.240622e-02 0.14620941
## 6799 Ube2w 66799 13.951947 -4.243496e-02 0.16878351
## 6800 Mtdh 67154 213.236678 -4.244318e-02 0.10736230
## 6801 H2-Q4 15015 202.359728 -4.246905e-02 0.14864077
## 6802 Rbm5 83486 78.116821 -4.255170e-02 0.12641630
## 6803 Rhoh 74734 24.730852 -4.255480e-02 0.16017896
## 6804 Tmem154 320782 14.283662 -4.255500e-02 0.16756771
## 6805 Cd2bp2 70233 46.352184 -4.260160e-02 0.13473380
## 6806 Rock2 19878 25.255415 -4.261781e-02 0.15166103
## 6807 Zbp1 58203 8.468314 -4.261855e-02 0.20930970
## 6808 Ythdc1 231386 57.335190 -4.270698e-02 0.12980142
## 6809 Cic 71722 30.563393 -4.277564e-02 0.14682997
## 6810 Csnk1e 27373 17.951848 -4.278804e-02 0.16284436
## 6811 Mark2 13728 33.076019 -4.280109e-02 0.14518088
## 6812 Leprotl1 68192 19.273972 -4.281022e-02 0.15939115
## 6813 Rnf113a2 66381 19.272811 -4.284202e-02 0.15940692
## 6814 Cog8 97484 24.260498 -4.285439e-02 0.15364159
## 6815 Khnyn 219094 21.777667 -4.287657e-02 0.16161296
## 6816 Hsdl2 72479 23.590457 -4.287713e-02 0.15503853
## 6817 Txndc12 66073 50.983844 -4.287842e-02 0.13307475
## 6818 Car13 71934 11.267672 -4.292099e-02 0.18933353
## 6819 Nr1d1 217166 16.625075 -4.295269e-02 0.19707710
## 6820 9930111J21Rik1 667214 10.133320 -4.295614e-02 0.18210005
## 6821 Tmem126b 68472 13.944929 -4.296285e-02 0.16864858
## 6822 Mprip 26936 32.388665 -4.299037e-02 0.14615609
## 6823 Ppdpf 66496 46.525125 -4.302597e-02 0.13691178
## 6824 Desi1 28075 39.367199 -4.308901e-02 0.14907587
## 6825 Ap2b1 71770 49.337597 -4.314180e-02 0.13525957
## 6826 Elmod3 232089 11.457223 -4.316840e-02 0.17506453
## 6827 Fam134b <NA> 29.257993 -4.323741e-02 0.15838917
## 6828 Fkbp15 338355 24.258841 -4.325535e-02 0.15355841
## 6829 Rltpr <NA> 56.373957 -4.327464e-02 0.14364421
## 6830 Rai14 75646 8.974280 -4.327939e-02 0.18508659
## 6831 Ambra1 228361 18.609024 -4.336119e-02 0.16093156
## 6832 Nxpe3 385658 23.591061 -4.344667e-02 0.15493204
## 6833 Lyrm2 108755 27.402338 -4.351221e-02 0.14992401
## 6834 Rilpl2 80291 22.121902 -4.360419e-02 0.16094961
## 6835 Tnfrsf13c 72049 48.049025 -4.363183e-02 0.16001753
## 6836 Macf1 11426 24.113613 -4.366371e-02 0.16573471
## 6837 Snx4 69150 39.033673 -4.366953e-02 0.14015120
## 6838 Cep57l1 103268 11.125088 -4.371560e-02 0.17657964
## 6839 Trem1 58217 15.959055 -4.372532e-02 0.19306760
## 6840 Ivd 56357 35.044472 -4.376999e-02 0.14645798
## 6841 Trim8 93679 28.092268 -4.381218e-02 0.15364522
## 6842 Trrap 100683 20.106257 -4.384339e-02 0.15994702
## 6843 Cdk13 69562 23.923619 -4.388450e-02 0.15408836
## 6844 Fgd3 30938 10.971227 -4.395928e-02 0.18163023
## 6845 Ube2h 22214 22.424583 -4.400835e-02 0.15991245
## 6846 Fam208b <NA> 13.802987 -4.404605e-02 0.17271366
## 6847 Strip1 229707 26.407992 -4.405608e-02 0.15164220
## 6848 Slamf1 27218 7.641843 -4.406406e-02 0.21247137
## 6849 Hps1 192236 11.300935 -4.409333e-02 0.17974297
## 6850 Frmd6 319710 52.666803 -4.417364e-02 0.13571482
## 6851 Tmem135 72759 15.780324 -4.422197e-02 0.16568548
## 6852 Vps13d 230895 11.626547 -4.427000e-02 0.17795511
## 6853 Sbf2 319934 8.472860 -4.427038e-02 0.19514199
## 6854 Pcm1 18536 25.734882 -4.429496e-02 0.15297525
## 6855 Pigh 110417 8.629006 -4.430660e-02 0.18726010
## 6856 Ubqln1 56085 70.777490 -4.433431e-02 0.12455386
## 6857 Brix1 67832 43.074956 -4.433616e-02 0.14393090
## 6858 Anxa11 11744 32.545384 -4.435426e-02 0.14788060
## 6859 Stxbp2 20911 34.901475 -4.444501e-02 0.14883196
## 6860 Anxa6 11749 70.323338 -4.445223e-02 0.15572629
## 6861 AI837181 107242 37.890558 -4.447827e-02 0.14414470
## 6862 Mapkap1 227743 27.892412 -4.450151e-02 0.15144750
## 6863 Gfi1 14581 13.624071 -4.454280e-02 0.17665904
## 6864 Jmjd1c 108829 34.396630 -4.463661e-02 0.14744395
## 6865 Baz2b 407823 18.450672 -4.468597e-02 0.16400577
## 6866 Hnrnph3 432467 22.913595 -4.470880e-02 0.15604295
## 6867 Pde8a 18584 28.894075 -4.472755e-02 0.19785048
## 6868 Itsn2 20403 37.373769 -4.474447e-02 0.14252402
## 6869 Bbx 70508 8.634868 -4.482791e-02 0.18724925
## 6870 Ranbp6 240614 11.298179 -4.488211e-02 0.17959199
## 6871 Btg2 12227 73.503019 -4.494278e-02 0.15628704
## 6872 Phlda3 27280 10.466459 -4.502527e-02 0.22607934
## 6873 Calcoco1 67488 15.291826 -4.512121e-02 0.17027253
## 6874 Atp6v1h 108664 39.523550 -4.512942e-02 0.14136615
## 6875 Specc1l 74392 19.766935 -4.513642e-02 0.16046111
## 6876 Ppp2r5c 26931 70.589230 -4.514349e-02 0.12664406
## 6877 Fam208a <NA> 11.300274 -4.517809e-02 0.17957264
## 6878 Ppil4 67418 27.584783 -4.528164e-02 0.15168911
## 6879 Parp4 328417 13.790660 -4.534784e-02 0.17223889
## 6880 Med13 327987 21.597223 -4.539399e-02 0.15881342
## 6881 Gm15987 100504591 5.336251 -4.540244e-02 0.24419431
## 6882 Srcap 100043597 30.739367 -4.541647e-02 0.14836889
## 6883 Gbe1 74185 11.289353 -4.546027e-02 0.17964991
## 6884 Trib2 217410 71.278915 -4.549259e-02 0.15949699
## 6885 Sema4b 20352 24.760623 -4.557845e-02 0.15475502
## 6886 Chfr 231600 32.890851 -4.558714e-02 0.14706326
## 6887 Agfg1 15463 29.740203 -4.576081e-02 0.15011452
## 6888 Ero1lb <NA> 10.955250 -4.577712e-02 0.19028235
## 6889 Ldoc1l <NA> 9.465298 -4.579102e-02 0.18599528
## 6890 Cblb 208650 7.970655 -4.590161e-02 0.19285414
## 6891 Gm13157 <NA> 7.630748 -4.591605e-02 0.19638832
## 6892 Dyrk1a 13548 27.231767 -4.595090e-02 0.15215277
## 6893 Arl8a 68724 31.912864 -4.597179e-02 0.15335639
## 6894 S100pbp 74648 11.952026 -4.602919e-02 0.17617695
## 6895 Plgrkt 67759 38.547635 -4.606392e-02 0.14272918
## 6896 Tulp3 22158 17.111468 -4.608372e-02 0.16760949
## 6897 Lmo4 16911 36.021140 -4.609243e-02 0.14901829
## 6898 Ptbp2 56195 11.630181 -4.616159e-02 0.17785231
## 6899 Phf2 18676 27.240385 -4.616638e-02 0.15215034
## 6900 Dgkz 104418 82.772402 -4.619401e-02 0.12406287
## 6901 Ncor1 20185 55.831954 -4.623848e-02 0.13248571
## 6902 Uhrf2 109113 52.547646 -4.626128e-02 0.15661213
## 6903 Cers5 71949 45.050702 -4.627169e-02 0.14443597
## 6904 Jarid2 16468 14.294667 -4.627760e-02 0.17363371
## 6905 Manba 110173 11.957209 -4.635499e-02 0.17614909
## 6906 Pnrc2 52830 111.796687 -4.637568e-02 0.11875810
## 6907 Faf2 76577 21.587793 -4.640481e-02 0.15863675
## 6908 Tmem123 71929 116.264947 -4.643635e-02 0.11993010
## 6909 Adcy7 11513 36.089576 -4.644425e-02 0.15300012
## 6910 Kdm6a 22289 25.415400 -4.654785e-02 0.17084063
## 6911 Kdm3b 277250 29.400656 -4.655942e-02 0.15058303
## 6912 Mepce 231803 29.416520 -4.656559e-02 0.15057299
## 6913 Chd2 244059 20.446641 -4.671742e-02 0.16399879
## 6914 Trim30a 20128 48.375536 -4.678001e-02 0.13992164
## 6915 Proser1 212127 18.769115 -4.686418e-02 0.16274473
## 6916 Mrpl43 94067 51.342667 -4.689026e-02 0.13589877
## 6917 Spg20 229285 9.132517 -4.691860e-02 0.18849580
## 6918 Arap1 69710 38.730008 -4.692229e-02 0.14461563
## 6919 Agbl5 231093 11.299221 -4.693779e-02 0.17947357
## 6920 Ap3b1 11774 43.334166 -4.696899e-02 0.14213430
## 6921 Zhx2 387609 28.454669 -4.698104e-02 0.21397889
## 6922 Slc15a3 65221 30.754157 -4.702805e-02 0.15708237
## 6923 Csf1 12977 6.987069 -4.715254e-02 0.22413245
## 6924 Glyr1 74022 79.245648 -4.717763e-02 0.12494653
## 6925 Chmp1b 67064 28.431434 -4.727050e-02 0.15696853
## 6926 Thra 21833 17.435604 -4.730448e-02 0.16652676
## 6927 Rap2c 72065 26.576523 -4.739004e-02 0.15316527
## 6928 Zmat5 67178 22.088353 -4.739897e-02 0.16025216
## 6929 Btbd2 208198 14.284981 -4.742240e-02 0.17349739
## 6930 Txndc11 106200 14.616361 -4.746688e-02 0.17224598
## 6931 Scmh1 29871 24.899981 -4.748055e-02 0.15656345
## 6932 Spint2 20733 58.353388 -4.771754e-02 0.17948439
## 6933 Pqbp1 54633 95.691330 -4.780414e-02 0.12234530
## 6934 Efr3a 76740 31.230267 -4.787461e-02 0.14943383
## 6935 Ankrd13a 68420 132.763023 -4.788274e-02 0.11507194
## 6936 Samd9l 209086 40.741481 -4.789972e-02 0.15361039
## 6937 Kpna4 16649 54.832947 -4.800253e-02 0.13742157
## 6938 Slc25a24 229731 9.632086 -4.808835e-02 0.21392613
## 6939 Mier3 218613 15.614308 -4.814741e-02 0.16889058
## 6940 Kdm5c 20591 23.929367 -4.819210e-02 0.16333797
## 6941 Arel1 68497 33.068212 -4.820470e-02 0.15724657
## 6942 1700048O20Rik 69430 110.555171 -4.821530e-02 0.14395547
## 6943 Ist1 71955 51.526051 -4.827769e-02 0.13748468
## 6944 Slc25a36 192287 17.446211 -4.832508e-02 0.16640088
## 6945 Atp1b1 11931 221.398865 -4.843480e-02 0.23589405
## 6946 N4bp2l1 100637 26.760784 -4.843493e-02 0.15975817
## 6947 Ethe1 66071 92.490815 -4.843644e-02 0.13626160
## 6948 Mycbp2 105689 25.769192 -4.848204e-02 0.16578038
## 6949 BC026585 <NA> 8.130538 -4.848997e-02 0.19776311
## 6950 Lonp2 66887 34.543598 -4.853326e-02 0.14844842
## 6951 Oxr1 170719 55.811513 -4.857940e-02 0.13604396
## 6952 Glmp 56700 49.324259 -4.862778e-02 0.13789899
## 6953 Glg1 20340 38.363460 -4.868489e-02 0.14461897
## 6954 Dcaf8 98193 54.521180 -4.871638e-02 0.13782825
## 6955 Arl14ep 212772 14.952885 -4.874477e-02 0.17112312
## 6956 Zfp62 22720 27.918992 -4.875977e-02 0.15531263
## 6957 Csnk1a1 93687 172.250668 -4.879069e-02 0.11008081
## 6958 Gstt3 103140 8.796616 -4.880624e-02 0.19095730
## 6959 Zfyve1 217695 16.111925 -4.884339e-02 0.17015222
## 6960 AI314180 <NA> 48.686144 -4.889912e-02 0.13879848
## 6961 Arpc5 67771 291.670433 -4.890059e-02 0.10180579
## 6962 Mtpap 67440 22.423458 -4.893674e-02 0.15913698
## 6963 Synrg 217030 14.281470 -4.898891e-02 0.17333608
## 6964 4930523C07Rik 67647 18.761089 -4.908504e-02 0.16804954
## 6965 Mbp 17196 24.254606 -4.908630e-02 0.15778473
## 6966 Tnnt2 21956 9.486327 -4.909415e-02 0.22468057
## 6967 E2f5 13559 10.626258 -4.916482e-02 0.18296958
## 6968 Mbtps1 56453 39.876316 -4.920004e-02 0.14453850
## 6969 Zfp362 230761 23.575704 -4.927353e-02 0.15913160
## 6970 Abl2 11352 13.628924 -4.929435e-02 0.17608027
## 6971 Stk10 20868 71.901423 -4.933682e-02 0.13188517
## 6972 Sptan1 20740 59.618636 -4.935268e-02 0.13334332
## 6973 Diap1 <NA> 38.372065 -4.935926e-02 0.14446409
## 6974 Nipsnap1 18082 24.259019 -4.935980e-02 0.15769983
## 6975 Kdm4c 76804 14.616470 -4.939978e-02 0.17217568
## 6976 Zeb2os 433424 8.130671 -4.946115e-02 0.19733520
## 6977 Ttll1 319953 7.471222 -4.948545e-02 0.20531013
## 6978 Kdm6b 216850 8.976172 -4.953750e-02 0.19534071
## 6979 Lamc1 226519 14.778281 -4.953876e-02 0.17503493
## 6980 Treml2 328833 37.243971 -4.958226e-02 0.17085711
## 6981 Ncor2 20602 21.094285 -4.962583e-02 0.16229772
## 6982 Id3 15903 144.806404 -4.967645e-02 0.12413950
## 6983 Gramd4 223752 38.244041 -4.977988e-02 0.16132738
## 6984 Triobp 110253 36.397321 -4.980596e-02 0.15182311
## 6985 Gimap3 83408 83.485385 -4.997090e-02 0.14974616
## 6986 Mesdc1 <NA> 40.050273 -4.998045e-02 0.14640971
## 6987 Kmt2a 214162 33.246619 -5.004132e-02 0.15843339
## 6988 Nipbl 71175 43.208772 -5.006193e-02 0.14787514
## 6989 Zer1 227693 28.895228 -5.008878e-02 0.15335585
## 6990 Ap3d1 11776 26.414165 -5.009437e-02 0.15561979
## 6991 Map3k14 53859 10.135575 -5.016552e-02 0.19084784
## 6992 Tars2 71807 28.760666 -5.017405e-02 0.15597253
## 6993 Pafah1b1 18472 55.478783 -5.023424e-02 0.13617490
## 6994 Lfng 16848 61.526182 -5.027391e-02 0.14694187
## 6995 Copg2 54160 26.407566 -5.027917e-02 0.15559555
## 6996 Syap1 67043 20.754492 -5.029152e-02 0.16284503
## 6997 Nfat5 54446 11.795530 -5.032003e-02 0.18064682
## 6998 Stat6 20852 36.896423 -5.032512e-02 0.14888432
## 6999 Tle4 21888 36.705817 -5.036859e-02 0.14701260
## 7000 Paip2b 232164 14.289537 -5.050269e-02 0.20161681
## 7001 Foxn3 71375 17.613727 -5.055568e-02 0.16859665
## 7002 Arhgef7 54126 26.077318 -5.055849e-02 0.15639927
## 7003 Numa1 101706 52.333721 -5.058512e-02 0.13794703
## 7004 Birc2 11797 28.241787 -5.061294e-02 0.15446418
## 7005 Trappc9 76510 23.426090 -5.069304e-02 0.16170503
## 7006 Tmem167b 67495 22.921527 -5.084308e-02 0.16040361
## 7007 Smek2 <NA> 49.842657 -5.089263e-02 0.13896878
## 7008 Bet1l 54399 15.948996 -5.092081e-02 0.17364542
## 7009 9530068E07Rik 213673 56.302127 -5.099777e-02 0.13727489
## 7010 Atp8a1 11980 11.468704 -5.099906e-02 0.19091285
## 7011 9030617O03Rik <NA> 8.802218 -5.100686e-02 0.21868142
## 7012 Pdlim2 213019 23.585064 -5.102279e-02 0.16357717
## 7013 Trp53bp1 27223 11.463154 -5.105269e-02 0.18244855
## 7014 Ndel1 83431 24.089954 -5.118707e-02 0.16027619
## 7015 Zfp710 209225 22.593805 -5.122897e-02 0.16107876
## 7016 Ngly1 59007 55.292034 -5.130442e-02 0.18824121
## 7017 Dhx37 208144 19.952289 -5.131699e-02 0.16758999
## 7018 Sesn1 140742 47.369049 -5.146047e-02 0.14791834
## 7019 Fundc1 72018 27.566398 -5.147597e-02 0.15561186
## 7020 Fxyd6 59095 68.180967 -5.156289e-02 0.16157181
## 7021 Ms4a1 12482 62.408115 -5.171711e-02 0.17588177
## 7022 Nrbp1 192292 59.641492 -5.175758e-02 0.13684178
## 7023 Herpud1 64209 55.650630 -5.179283e-02 0.14497620
## 7024 Nfatc1 18018 27.241960 -5.188427e-02 0.15626386
## 7025 Prpf8 192159 98.827093 -5.194598e-02 0.12715716
## 7026 Irf2bp2 270110 23.608752 -5.198870e-02 0.16369792
## 7027 Wnk1 232341 63.801327 -5.199437e-02 0.13392839
## 7028 Rdh12 77974 25.589888 -5.205748e-02 0.15957634
## 7029 Kmt2d 381022 19.800991 -5.212476e-02 0.18007428
## 7030 Trappc2l 59005 31.557606 -5.224274e-02 0.15287476
## 7031 Ddt 13202 45.836601 -5.227965e-02 0.14401248
## 7032 Smap2 69780 79.469678 -5.228782e-02 0.13865124
## 7033 Zufsp <NA> 13.131492 -5.244162e-02 0.18164494
## 7034 Rab28 100972 36.865980 -5.245144e-02 0.14868004
## 7035 Cnot1 234594 63.780331 -5.249512e-02 0.13394526
## 7036 Iqsec1 232227 17.957494 -5.251271e-02 0.17821847
## 7037 4921524J17Rik 66714 16.945253 -5.254338e-02 0.17043313
## 7038 Cish 12700 6.321302 -5.255176e-02 0.26634772
## 7039 Xrcc4 108138 20.578880 -5.262707e-02 0.16582210
## 7040 Tmcc1 330401 14.445162 -5.264826e-02 0.17591519
## 7041 Lrif1 321000 14.119825 -5.271780e-02 0.17738758
## 7042 Gng10 14700 148.574318 -5.273036e-02 0.13168399
## 7043 Dnaaf5 433956 11.952681 -5.284019e-02 0.18366610
## 7044 Prkaa2 108079 17.591477 -5.289890e-02 0.19110840
## 7045 Ints1 68510 30.888695 -5.297070e-02 0.15409017
## 7046 Cdc37l1 67072 18.621471 -5.298841e-02 0.17107376
## 7047 Pdrg1 68559 64.757730 -5.307575e-02 0.13651045
## 7048 Tpst2 22022 40.891038 -5.310784e-02 0.15099015
## 7049 Adprh 11544 51.488094 -5.315988e-02 0.14051649
## 7050 Fbxo18 <NA> 21.254237 -5.317691e-02 0.16409872
## 7051 Mau2 74549 25.261759 -5.319346e-02 0.16018612
## 7052 Ctdsp2 52468 64.573430 -5.321958e-02 0.13875496
## 7053 Rasa4 54153 65.020968 -5.327900e-02 0.14479769
## 7054 Rmnd5b 66089 33.883310 -5.332322e-02 0.15328269
## 7055 Mga 29808 15.622557 -5.333692e-02 0.17483482
## 7056 Nup210 54563 160.737812 -5.335700e-02 0.12176523
## 7057 Slc12a7 20499 26.739130 -5.341660e-02 0.18983843
## 7058 Snora70 104368 31.566200 -5.342399e-02 0.24817539
## 7059 Spata6 67946 31.878001 -5.349544e-02 0.15668593
## 7060 Tlk2 24086 21.261197 -5.352369e-02 0.16418560
## 7061 2510039O18Rik 77034 36.390225 -5.366171e-02 0.15135315
## 7062 Mfng 17305 67.188764 -5.370285e-02 0.15356209
## 7063 2700081O15Rik <NA> 12.292277 -5.378142e-02 0.18205594
## 7064 Lrrcc1 71710 20.252366 -5.389182e-02 0.16673093
## 7065 Cers4 67260 20.928459 -5.389977e-02 0.16493239
## 7066 Tbc1d20 67231 33.720919 -5.390653e-02 0.15143663
## 7067 Gbp7 229900 48.030598 -5.390741e-02 0.20017513
## 7068 Gbf1 107338 20.920445 -5.398712e-02 0.16494778
## 7069 Vps4b 20479 44.021083 -5.399430e-02 0.14441386
## 7070 AI504432 229694 13.459485 -5.408430e-02 0.18027811
## 7071 BC002163 <NA> 47.487107 -5.409143e-02 0.14584560
## 7072 Ankrd40 71452 33.061865 -5.414554e-02 0.15267070
## 7073 Cdk17 237459 24.258334 -5.414942e-02 0.16224897
## 7074 Tcf7l2 21416 9.127437 -5.415750e-02 0.19981211
## 7075 Tnfrsf13b 57916 17.924718 -5.425477e-02 0.17306488
## 7076 Tmem132e 270893 34.819045 -5.433295e-02 0.16879052
## 7077 Rbp1 19659 5.134240 -5.435688e-02 0.26394392
## 7078 Colgalt1 234407 40.395058 -5.436176e-02 0.14964414
## 7079 Arvcf 11877 7.135773 -5.439843e-02 0.21025441
## 7080 Athl1 <NA> 11.951208 -5.442126e-02 0.18385054
## 7081 Usp11 236733 21.415064 -5.444158e-02 0.16613980
## 7082 4933434E20Rik 99650 32.719226 -5.447522e-02 0.15302891
## 7083 Fhit 14198 8.147118 -5.449886e-02 0.21153659
## 7084 Stx5a 56389 45.185121 -5.451773e-02 0.14465466
## 7085 Tbxa2r 21390 60.821502 -5.456678e-02 0.15679393
## 7086 Socs2 216233 43.388927 -5.461206e-02 0.21713531
## 7087 Snapin 20615 20.263435 -5.463951e-02 0.16659885
## 7088 Lin7c 22343 32.712990 -5.464142e-02 0.15310172
## 7089 Cox20 66359 55.141384 -5.468578e-02 0.13986981
## 7090 Pnrc1 108767 67.115720 -5.477358e-02 0.13726625
## 7091 Nfatc3 18021 50.174366 -5.487567e-02 0.14210073
## 7092 Gpr107 277463 17.940957 -5.489800e-02 0.17290906
## 7093 Mdm4 17248 32.278826 -5.508963e-02 0.16370310
## 7094 Magi1 14924 9.137033 -5.513840e-02 0.19973109
## 7095 Sept9 <NA> 60.304775 -5.516302e-02 0.13959101
## 7096 Nudt14 66174 23.584855 -5.519355e-02 0.16362321
## 7097 Msl1 74026 43.879260 -5.525217e-02 0.15023492
## 7098 Pds5b 100710 37.029493 -5.537078e-02 0.15034186
## 7099 Lpcat1 210992 61.984836 -5.538119e-02 0.14992405
## 7100 Sccpdh 109232 8.136399 -5.560816e-02 0.22808107
## 7101 Cep41 83922 8.302727 -5.580409e-02 0.20226086
## 7102 Zfp263 74120 29.089224 -5.582659e-02 0.15949214
## 7103 Ubr4 69116 25.761706 -5.601285e-02 0.16564670
## 7104 Mppe1 225651 14.790762 -5.605179e-02 0.18130913
## 7105 Gopc 94221 17.106113 -5.610499e-02 0.17293112
## 7106 Ilvbl 216136 20.093950 -5.611109e-02 0.16951118
## 7107 Sgsh 27029 9.133927 -5.613975e-02 0.19964576
## 7108 Fbxl14 101358 31.395882 -5.614635e-02 0.15533396
## 7109 Pou2af1 18985 468.756158 -5.617777e-02 0.11520244
## 7110 Fchsd2 207278 16.108381 -5.618050e-02 0.17629735
## 7111 Brf1 72308 39.041988 -5.623361e-02 0.15133230
## 7112 Hsdl1 72552 30.069733 -5.635725e-02 0.15761083
## 7113 Ncoa2 17978 23.065310 -5.642047e-02 0.16707634
## 7114 Smek1 <NA> 49.170518 -5.645136e-02 0.14323648
## 7115 Irf4 16364 68.229527 -5.661003e-02 0.14442067
## 7116 Dguok 27369 23.253490 -5.664184e-02 0.16446223
## 7117 Acss1 68738 57.126342 -5.668978e-02 0.14445124
## 7118 Tigd2 68140 18.932966 -5.674242e-02 0.17021638
## 7119 Vgll4 232334 24.074540 -5.679604e-02 0.16502527
## 7120 Acsf2 264895 24.092873 -5.681423e-02 0.16490234
## 7121 Lpar6 67168 29.600558 -5.684013e-02 0.17459335
## 7122 Klhl9 242521 21.428973 -5.687638e-02 0.16636380
## 7123 Ikzf3 22780 15.792669 -5.701653e-02 0.21904857
## 7124 BC094916 <NA> 20.437100 -5.706755e-02 0.19276994
## 7125 Nabp1 109019 13.951641 -5.717757e-02 0.18839965
## 7126 Sipa1l1 217692 15.785603 -5.721236e-02 0.17757869
## 7127 Nedd4l 83814 8.796775 -5.735044e-02 0.20324370
## 7128 Xpc 22591 15.123727 -5.744340e-02 0.18002629
## 7129 Gpd1l 333433 83.556786 -5.755180e-02 0.15559275
## 7130 Atp6v0e2 76252 10.782533 -5.770723e-02 0.19631315
## 7131 Sh3bgrl 56726 90.676546 -5.773134e-02 0.13119603
## 7132 Cmip 74440 35.056914 -5.773899e-02 0.15353618
## 7133 Coro7 78885 122.028673 -5.781142e-02 0.14319844
## 7134 Gphn 268566 24.580873 -5.781150e-02 0.16644956
## 7135 Bank1 242248 54.121020 -5.782196e-02 0.14461762
## 7136 Akap9 100986 13.953610 -5.782293e-02 0.18164750
## 7137 1810030O07Rik 69155 25.420543 -5.788789e-02 0.16228612
## 7138 Atp11b 76295 38.549977 -5.791565e-02 0.15390731
## 7139 Nmrk1 225994 12.135941 -5.798717e-02 0.19573316
## 7140 Ddx58 230073 11.800942 -5.800987e-02 0.19799088
## 7141 Pik3ap1 83490 104.551516 -5.804789e-02 0.15293806
## 7142 Kdm2a 225876 29.917910 -5.809619e-02 0.16007175
## 7143 Smpd1 20597 15.448343 -5.815696e-02 0.17878425
## 7144 Cnot6l 231464 25.075632 -5.818355e-02 0.16300164
## 7145 Pias4 59004 21.266087 -5.819639e-02 0.16919011
## 7146 Sh3kbp1 58194 63.476349 -5.831003e-02 0.14082279
## 7147 Rai1 19377 30.244397 -5.842110e-02 0.15958067
## 7148 Snx29 74478 24.567555 -5.857877e-02 0.17804793
## 7149 Tgoln1 22134 25.910882 -5.862969e-02 0.16338532
## 7150 4933412E12Rik 71086 14.784810 -5.863278e-02 0.18142640
## 7151 Fbrs 14123 30.915950 -5.866813e-02 0.16219713
## 7152 Lat 16797 22.963329 -5.867914e-02 0.18674256
## 7153 Sh2b3 16923 55.186498 -5.870929e-02 0.14981779
## 7154 BC031181 407819 43.539825 -5.873257e-02 0.15073833
## 7155 Wibg <NA> 73.443275 -5.874230e-02 0.13728801
## 7156 Abi3 66610 12.288562 -5.878124e-02 0.19020919
## 7157 Baz2a 116848 32.408055 -5.881885e-02 0.15783448
## 7158 Prelid2 77619 40.207802 -5.882100e-02 0.19699411
## 7159 Tmem106c 380967 16.608126 -5.883638e-02 0.17769274
## 7160 Tspan6 56496 17.443919 -5.892166e-02 0.17764333
## 7161 Fryl 72313 23.595365 -5.909624e-02 0.16834037
## 7162 Mtss1 211401 53.510750 -5.915291e-02 0.15155316
## 7163 Hmha1 <NA> 128.661201 -5.922075e-02 0.14124429
## 7164 St6gal1 20440 100.364828 -5.926916e-02 0.15789037
## 7165 Gbp4 17472 20.435122 -5.928936e-02 0.23739062
## 7166 4932438A13Rik 229227 15.943476 -5.933862e-02 0.17998130
## 7167 Sigirr 24058 19.288635 -5.933947e-02 0.17957012
## 7168 Tbc1d17 233204 19.437652 -5.936781e-02 0.17168151
## 7169 BC028528 229600 72.940376 -5.945873e-02 0.14752431
## 7170 Cog6 67542 19.421293 -5.947896e-02 0.17172994
## 7171 Chd6 71389 14.781647 -5.957924e-02 0.18157583
## 7172 Dyrk2 69181 44.878755 -5.959978e-02 0.15261298
## 7173 Srpk2 20817 16.941437 -5.964799e-02 0.17667524
## 7174 Spin1 20729 30.572418 -5.969950e-02 0.15900066
## 7175 Chd8 67772 33.566337 -5.977137e-02 0.16151899
## 7176 Kmt2c 231051 12.795750 -5.980128e-02 0.19143529
## 7177 Arl5a 75423 24.399125 -5.998979e-02 0.16907648
## 7178 Hmces 232210 19.597387 -6.001318e-02 0.17400741
## 7179 Mob4 19070 27.074929 -6.002579e-02 0.16341571
## 7180 Tlr4 21898 14.945341 -6.003233e-02 0.18422033
## 7181 Plxna1 18844 10.617438 -6.004405e-02 0.20332114
## 7182 Ccdc33 382077 9.290229 -6.016382e-02 0.26964011
## 7183 Vegfa 22339 35.368890 -6.020551e-02 0.17326452
## 7184 Kidins220 77480 19.105517 -6.020758e-02 0.17270865
## 7185 Ptpn7 320139 89.558872 -6.034377e-02 0.14343666
## 7186 Tor1aip1 208263 41.211574 -6.035117e-02 0.15386830
## 7187 Sdcbp 53378 136.202916 -6.059054e-02 0.13159829
## 7188 Arid4b 94246 25.095374 -6.069290e-02 0.16745535
## 7189 Galnt11 231050 9.303722 -6.074667e-02 0.20465602
## 7190 Scml4 268297 7.647367 -6.076819e-02 0.22922758
## 7191 Ythdf3 229096 24.596596 -6.083274e-02 0.16652233
## 7192 Cenpb 12616 72.394552 -6.085600e-02 0.14160874
## 7193 Rassf2 215653 40.691386 -6.086588e-02 0.15281195
## 7194 Trip12 14897 46.332184 -6.090109e-02 0.14878067
## 7195 Smg7 226517 29.905151 -6.101042e-02 0.16032264
## 7196 Ptk2b 19229 38.557699 -6.104489e-02 0.18198584
## 7197 Foxp1 108655 44.526740 -6.105043e-02 0.14949044
## 7198 Map2k6 26399 8.136031 -6.108039e-02 0.21229783
## 7199 Usp22 216825 42.539918 -6.112085e-02 0.15568246
## 7200 Papolg 216578 14.122650 -6.123863e-02 0.18477911
## 7201 Grap2 17444 10.959358 -6.133472e-02 0.20003163
## 7202 Ostf1 20409 117.315452 -6.137422e-02 0.14439178
## 7203 Zfp592 233410 25.751374 -6.144575e-02 0.16614960
## 7204 Fcrla 98752 27.736202 -6.151143e-02 0.23076737
## 7205 Itgal 16408 49.542946 -6.164441e-02 0.15327105
## 7206 Pde4d 238871 8.971512 -6.167789e-02 0.20870373
## 7207 Rabep2 70314 28.422929 -6.177646e-02 0.16511834
## 7208 Syvn1 74126 88.541170 -6.177647e-02 0.13431242
## 7209 Cdk19 78334 34.369934 -6.182576e-02 0.15881843
## 7210 Fam78a 241303 36.388274 -6.190439e-02 0.16270939
## 7211 Dusp11 72102 23.926947 -6.201283e-02 0.16802319
## 7212 Zscan2 22691 10.964209 -6.211425e-02 0.20017966
## 7213 Ano6 105722 24.251156 -6.217789e-02 0.16733090
## 7214 H6pd 100198 11.617784 -6.219377e-02 0.19506473
## 7215 Git2 26431 43.186973 -6.220067e-02 0.15129456
## 7216 Arhgef6 73341 36.079137 -6.224747e-02 0.16310029
## 7217 Rdx 19684 46.979241 -6.230777e-02 0.20979080
## 7218 BC035044 232406 58.035829 -6.240968e-02 0.16291543
## 7219 2310001H17Rik 76432 10.809403 -6.242481e-02 0.20728491
## 7220 Tecpr1 70381 23.260912 -6.244476e-02 0.16954695
## 7221 Rgs14 51791 13.288986 -6.245308e-02 0.19284928
## 7222 Bach2 12014 17.909832 -6.248253e-02 0.19007903
## 7223 Tcf4 21413 39.869319 -6.253295e-02 0.15626910
## 7224 Sipa1 20469 173.967645 -6.256094e-02 0.12455209
## 7225 Inip 66209 28.905236 -6.277783e-02 0.16233688
## 7226 Bach1 12013 17.445595 -6.281111e-02 0.17817895
## 7227 Wbp1 22377 35.210261 -6.286400e-02 0.15928510
## 7228 Ppp1r12a 17931 40.375091 -6.286999e-02 0.15357276
## 7229 Midn 59090 41.577674 -6.287973e-02 0.16581983
## 7230 Ahdc1 230793 11.450591 -6.302970e-02 0.20122650
## 7231 Nlrc5 434341 15.628707 -6.307729e-02 0.19499096
## 7232 Apoa1bp <NA> 42.819556 -6.329804e-02 0.15551157
## 7233 Ppp1r35 69871 40.854462 -6.331832e-02 0.15453725
## 7234 Mbd4 17193 17.429972 -6.341911e-02 0.17826388
## 7235 Epsti1 108670 32.415435 -6.345515e-02 0.19975296
## 7236 N4bp3 212706 33.201852 -6.346157e-02 0.18366054
## 7237 Fbxl5 242960 28.754493 -6.346695e-02 0.16475211
## 7238 Epc1 13831 29.072224 -6.357853e-02 0.16404915
## 7239 Prmt6 99890 16.782095 -6.362616e-02 0.18068571
## 7240 Nt5c2 76952 32.576667 -6.366073e-02 0.16368720
## 7241 Pigp 56176 33.041149 -6.373542e-02 0.16099969
## 7242 Kif21b 16565 21.616225 -6.394884e-02 0.19177245
## 7243 H3f3b 15081 367.529406 -6.398356e-02 0.12650464
## 7244 6530402F18Rik 76220 12.793464 -6.404668e-02 0.19237273
## 7245 Map4k1 26411 47.694109 -6.407056e-02 0.15411140
## 7246 Vps33b 233405 19.113799 -6.435523e-02 0.17847108
## 7247 Zfp330 30932 63.460509 -6.439037e-02 0.14729579
## 7248 Tmem164 209497 27.567910 -6.442437e-02 0.16504820
## 7249 Ppic 19038 13.422148 -6.446166e-02 0.25920898
## 7250 Cstf2t 83410 20.435725 -6.448374e-02 0.17462165
## 7251 Dntt 21673 178.781916 -6.450694e-02 0.17607261
## 7252 Hcls1 15163 196.740867 -6.451665e-02 0.12228829
## 7253 Trmt1l 98685 20.111161 -6.462038e-02 0.18027479
## 7254 Vps37c 107305 23.089517 -6.462709e-02 0.17240631
## 7255 Jak3 16453 23.599880 -6.468280e-02 0.17340968
## 7256 Grcc10 14790 219.462616 -6.479496e-02 0.11724814
## 7257 Zswim8 268721 17.283146 -6.484874e-02 0.18182582
## 7258 Irgq 210146 12.787494 -6.485083e-02 0.19231499
## 7259 Crot 74114 24.408053 -6.494382e-02 0.16948850
## 7260 Dlg1 13383 26.912348 -6.515421e-02 0.16653158
## 7261 Ankrd11 77087 43.542998 -6.519607e-02 0.15471197
## 7262 Cd1d2 12480 17.765457 -6.529316e-02 0.18849776
## 7263 Akirin1 68050 34.223287 -6.538254e-02 0.16116734
## 7264 Srfbp1 67222 29.068843 -6.543201e-02 0.16827188
## 7265 Kdm5a 214899 23.426186 -6.552183e-02 0.17184984
## 7266 Zgpat 229007 27.769863 -6.553752e-02 0.17078851
## 7267 Tvp23b 67510 15.783411 -6.555094e-02 0.18478675
## 7268 Rbm39 170791 172.337378 -6.557489e-02 0.12541573
## 7269 Nr1d2 353187 9.467655 -6.568858e-02 0.21006361
## 7270 Grb7 14786 72.070394 -6.586425e-02 0.20832278
## 7271 Entpd1 12495 18.925265 -6.596045e-02 0.18684631
## 7272 Bahd1 228536 23.750548 -6.596829e-02 0.17115551
## 7273 Fjx1 14221 9.631677 -6.597148e-02 0.21474644
## 7274 Atg16l2 73683 18.940123 -6.615215e-02 0.18169351
## 7275 Pctp 18559 9.301119 -6.623663e-02 0.23480703
## 7276 Hnrnpul1 232989 180.300421 -6.626321e-02 0.13330314
## 7277 Prkacb 18749 55.967166 -6.627783e-02 0.14785149
## 7278 AI467606 101602 32.567131 -6.633042e-02 0.16406034
## 7279 Atp8b2 54667 31.911762 -6.635737e-02 0.16877497
## 7280 Dock2 94176 63.459795 -6.637899e-02 0.14735672
## 7281 Hmcn1 545370 9.142354 -6.642316e-02 0.22941536
## 7282 Wipf1 215280 46.176521 -6.647843e-02 0.15471629
## 7283 Osbpl9 100273 63.938802 -6.656429e-02 0.14844440
## 7284 Phyh 16922 48.004297 -6.679191e-02 0.15405708
## 7285 Pitpnm1 18739 28.247208 -6.686423e-02 0.17518842
## 7286 Dst 13518 7.994503 -6.689860e-02 0.26588608
## 7287 Rnf2 19821 31.391683 -6.707222e-02 0.16435278
## 7288 Serp1 28146 193.468754 -6.711560e-02 0.13800225
## 7289 Pfkfb3 170768 39.372843 -6.716891e-02 0.15892229
## 7290 Unc13d 70450 16.957160 -6.723210e-02 0.19523277
## 7291 Cib1 23991 70.453252 -6.731025e-02 0.14377477
## 7292 Mlxip 208104 30.257328 -6.731754e-02 0.16830159
## 7293 Cep68 216543 38.198274 -6.753306e-02 0.16225543
## 7294 Klk8 259277 40.054883 -6.772366e-02 0.20023083
## 7295 Hmox2 15369 103.459399 -6.777928e-02 0.13898439
## 7296 Ptprc 19264 73.801380 -6.782808e-02 0.15089482
## 7297 Lrp10 65107 87.538584 -6.785547e-02 0.15335068
## 7298 Il3ra 16188 12.120679 -6.794048e-02 0.21671806
## 7299 Chd9 109151 14.782727 -6.798387e-02 0.18966172
## 7300 2310035C23Rik <NA> 14.126320 -6.800368e-02 0.19312191
## 7301 Prdx3 11757 120.947269 -6.800394e-02 0.13266970
## 7302 Tmed4 103694 27.736561 -6.802089e-02 0.16746298
## 7303 Traf4 22032 45.865349 -6.808998e-02 0.15537334
## 7304 Tnfaip8 106869 59.797200 -6.814296e-02 0.15657772
## 7305 Erap1 80898 50.023085 -6.820383e-02 0.15515135
## 7306 Mrgpre 244238 8.133161 -6.830294e-02 0.23055691
## 7307 Ormdl3 66612 33.396402 -6.837136e-02 0.17135218
## 7308 2610307P16Rik 72518 8.137782 -6.844169e-02 0.25066759
## 7309 Arid1a 93760 51.177738 -6.848601e-02 0.15511263
## 7310 Hist3h2a <NA> 24.238361 -6.852547e-02 0.17268766
## 7311 Sec16a 227648 22.776631 -6.853558e-02 0.17839737
## 7312 Kcna3 16491 13.290707 -6.866630e-02 0.19434941
## 7313 Tec 21682 19.779515 -6.883156e-02 0.18703749
## 7314 Ddx6 13209 99.024893 -6.886987e-02 0.13592102
## 7315 Snap47 67826 10.786611 -6.892781e-02 0.20878571
## 7316 Akap13 75547 42.711976 -6.920861e-02 0.16111990
## 7317 Dusp6 67603 162.708459 -6.920895e-02 0.14130694
## 7318 Dscr3 <NA> 23.576937 -6.927636e-02 0.17440035
## 7319 Traf3ip3 215243 65.153724 -6.934633e-02 0.15853658
## 7320 Bax 12028 107.873223 -6.940417e-02 0.14673177
## 7321 Hbp1 73389 32.064878 -6.948358e-02 0.16726161
## 7322 Csnk1g2 103236 130.934796 -6.957222e-02 0.13098763
## 7323 Btg1 12226 81.306674 -6.960128e-02 0.17499486
## 7324 Traf3ip2 103213 17.444173 -6.961737e-02 0.18508739
## 7325 Fcho1 74015 55.507104 -6.965400e-02 0.15334326
## 7326 Invs 16348 7.639957 -6.979704e-02 0.23175046
## 7327 Stat1 20846 47.836298 -6.982646e-02 0.16942610
## 7328 Arhgef2 16800 53.177066 -6.984619e-02 0.15595778
## 7329 Mcts2 66405 8.794852 -6.989602e-02 0.23653669
## 7330 Ostm1 14628 20.430627 -6.994265e-02 0.18051512
## 7331 Klf13 50794 34.700785 -7.001422e-02 0.16633320
## 7332 Ing4 28019 48.014696 -7.014162e-02 0.15464025
## 7333 Sh2b1 20399 73.337831 -7.014335e-02 0.16416477
## 7334 Mdm2 17246 31.906088 -7.024630e-02 0.16604621
## 7335 Smg1 233789 27.260191 -7.038520e-02 0.17808320
## 7336 Clasp1 76707 22.920035 -7.062555e-02 0.17635902
## 7337 Zfp646 233905 24.091370 -7.089643e-02 0.17565965
## 7338 Zfp94 22756 11.298263 -7.118595e-02 0.22128993
## 7339 Smim14 68552 109.640390 -7.121498e-02 0.14224505
## 7340 Antxr2 71914 16.096240 -7.135378e-02 0.19086797
## 7341 Spn 20737 75.305964 -7.163554e-02 0.15766400
## 7342 Cnp 12799 88.355738 -7.174026e-02 0.14440174
## 7343 Setx 269254 30.574042 -7.184149e-02 0.17204516
## 7344 4930597A21Rik 75389 41.954222 -7.185406e-02 0.17552607
## 7345 Stxbp1 20910 22.906104 -7.186398e-02 0.19372465
## 7346 Bptf 207165 28.740445 -7.194206e-02 0.17015529
## 7347 Lamtor4 66096 46.507825 -7.209185e-02 0.15839916
## 7348 Inpp1 16329 11.799188 -7.238693e-02 0.21075514
## 7349 Thbd 21824 21.106084 -7.254608e-02 0.18386642
## 7350 Bfsp2 107993 259.926691 -7.256548e-02 0.14396829
## 7351 Crlf2 57914 41.703745 -7.258373e-02 0.16319658
## 7352 AW112010 107350 65.609052 -7.269414e-02 0.17861487
## 7353 Rnasek 52898 90.706576 -7.278601e-02 0.14495829
## 7354 Abi1 11308 52.991240 -7.280672e-02 0.15521069
## 7355 B2m 12010 1509.938196 -7.286044e-02 0.13962735
## 7356 Pcmtd2 245867 24.086957 -7.293431e-02 0.17619987
## 7357 Gltscr1 <NA> 16.263373 -7.337472e-02 0.20006706
## 7358 St8sia4 20452 45.191723 -7.368833e-02 0.16332054
## 7359 March7 <NA> 37.038244 -7.374489e-02 0.16370231
## 7360 A230046K03Rik <NA> 25.587570 -7.379704e-02 0.17516981
## 7361 Tk2 57813 23.427845 -7.382393e-02 0.18214696
## 7362 Zcchc24 71918 17.927030 -7.398009e-02 0.18708755
## 7363 Ttyh3 78339 66.471685 -7.408897e-02 0.16231950
## 7364 Saraf 67887 28.753943 -7.414579e-02 0.17449073
## 7365 Psme2b 621823 27.578909 -7.420575e-02 0.17479498
## 7366 Ctsc 13032 48.007599 -7.441206e-02 0.15859567
## 7367 Rassf5 54354 47.697957 -7.442433e-02 0.16179421
## 7368 Vpreb2 22363 224.130475 -7.449089e-02 0.33984038
## 7369 Nfkbie 18037 30.729546 -7.453457e-02 0.17742801
## 7370 Tespa1 67596 17.124046 -7.471955e-02 0.19964677
## 7371 Trim27 19720 60.833839 -7.494841e-02 0.15921867
## 7372 Ttc5 219022 35.383177 -7.510364e-02 0.16969102
## 7373 Phf12 268448 35.400096 -7.511259e-02 0.16979261
## 7374 Wls 68151 51.103876 -7.527422e-02 0.16716054
## 7375 Prkar1a 19084 105.312617 -7.532743e-02 0.13934178
## 7376 Gosr1 53334 17.947545 -7.580688e-02 0.19339440
## 7377 Ntng2 171171 18.770433 -7.589481e-02 0.19295720
## 7378 Map3k1 26401 25.923596 -7.595231e-02 0.17881894
## 7379 Cd38 12494 22.257002 -7.599505e-02 0.20231807
## 7380 Ndfip1 65113 125.255144 -7.619843e-02 0.14677018
## 7381 Med13l 76199 24.433069 -7.635694e-02 0.18050782
## 7382 Irf1 16362 48.848282 -7.660177e-02 0.18263689
## 7383 Tspan14 52588 66.298403 -7.670114e-02 0.16208429
## 7384 Entpd5 12499 25.750988 -7.691468e-02 0.17756391
## 7385 Ankfy1 11736 38.041240 -7.693040e-02 0.16625712
## 7386 Sufu 24069 25.913713 -7.702319e-02 0.17905547
## 7387 Uggt1 320011 33.383414 -7.712239e-02 0.17031383
## 7388 Sit1 54390 49.130042 -7.712595e-02 0.20055480
## 7389 Capn7 12339 40.199609 -7.717532e-02 0.16772659
## 7390 Plscr3 70310 56.335489 -7.720024e-02 0.15825190
## 7391 Pik3cg 30955 36.363629 -7.733349e-02 0.18011971
## 7392 Sash3 74131 112.468728 -7.752563e-02 0.14797532
## 7393 Smim24 72273 15.615523 -7.760757e-02 0.21320864
## 7394 Zdhhc18 503610 44.870528 -7.782750e-02 0.16472980
## 7395 Pik3r4 75669 28.238240 -7.856034e-02 0.17847704
## 7396 Nr1h2 22260 53.364333 -7.861796e-02 0.16441091
## 7397 Kat6a 244349 29.072592 -7.872541e-02 0.17499516
## 7398 Slc41a1 98396 14.284660 -7.889793e-02 0.20684957
## 7399 Napsa 16541 140.137553 -7.906738e-02 0.17462777
## 7400 S1pr4 13611 51.516916 -7.907414e-02 0.17803113
## 7401 Capsl 75568 16.917180 -7.911790e-02 0.27829578
## 7402 Cep250 16328 43.326805 -7.914709e-02 0.17111779
## 7403 Rab4b 19342 42.851704 -7.927993e-02 0.16485898
## 7404 Smarcd2 83796 111.455863 -7.935105e-02 0.14542762
## 7405 Icam2 15896 27.914934 -7.944887e-02 0.18270222
## 7406 Polr2a 20020 68.768495 -7.950540e-02 0.15266478
## 7407 Dync1h1 13424 37.060888 -8.002745e-02 0.17729203
## 7408 Slain2 75991 24.745377 -8.007342e-02 0.18072274
## 7409 Ehd2 259300 33.179475 -8.019155e-02 0.17921150
## 7410 Rab21 216344 47.016848 -8.044270e-02 0.16412553
## 7411 Eif4e3 66892 33.550009 -8.085824e-02 0.17590853
## 7412 Jakmip1 76071 43.518051 -8.122978e-02 0.16999740
## 7413 Utrn 22288 16.123191 -8.130878e-02 0.21485587
## 7414 As3mt 57344 16.385794 -8.131052e-02 0.29709917
## 7415 Cacnb1 12295 10.959605 -8.137008e-02 0.22918791
## 7416 Itpr2 16439 20.094439 -8.158820e-02 0.19457991
## 7417 Wdtc1 230796 44.510896 -8.160236e-02 0.16610067
## 7418 Kansl1 76719 33.553689 -8.166094e-02 0.17294044
## 7419 Ccdc97 52132 29.564063 -8.181677e-02 0.17671230
## 7420 Supt20 56790 37.389170 -8.207666e-02 0.17178048
## 7421 Hdac8 70315 22.590687 -8.243143e-02 0.18911580
## 7422 Map3k3 26406 34.711981 -8.243778e-02 0.17295627
## 7423 Dynlt3 67117 27.889174 -8.255806e-02 0.18381105
## 7424 Ier2 15936 75.318571 -8.263446e-02 0.16584201
## 7425 Usp24 329908 52.495089 -8.283730e-02 0.16233821
## 7426 Birc3 11796 25.072889 -8.291527e-02 0.18867498
## 7427 Plekhm1 353047 23.417182 -8.295904e-02 0.18496125
## 7428 Cnot2 72068 59.303845 -8.299138e-02 0.15898052
## 7429 Top3b 21976 32.886818 -8.324328e-02 0.17469422
## 7430 Akna 100182 49.695416 -8.354781e-02 0.17845364
## 7431 Tomm34 67145 34.228743 -8.372454e-02 0.17569239
## 7432 Slc17a9 228993 24.119661 -8.417143e-02 0.19627056
## 7433 Slc9a1 20544 22.754735 -8.435909e-02 0.18717793
## 7434 Prkd2 101540 93.244450 -8.445604e-02 0.15845105
## 7435 Irf2 16363 58.829713 -8.452454e-02 0.16362860
## 7436 Acyp1 66204 41.354286 -8.463651e-02 0.17521661
## 7437 Map4k4 26921 66.126322 -8.475822e-02 0.16135865
## 7438 Snx8 231834 25.586663 -8.494201e-02 0.19798905
## 7439 Cdh24 239096 8.460176 -8.498777e-02 0.27124635
## 7440 Sdr39u1 654795 17.272123 -8.505069e-02 0.19919227
## 7441 Snx30 209131 19.272867 -8.509461e-02 0.19645255
## 7442 Rpia 19895 75.425160 -8.522090e-02 0.19810665
## 7443 Slain1 105439 17.936938 -8.560293e-02 0.20861042
## 7444 Slc25a11 67863 43.173543 -8.571920e-02 0.16908432
## 7445 Man2a2 140481 40.035042 -8.572482e-02 0.17206869
## 7446 Grap 71520 56.319336 -8.591928e-02 0.16534466
## 7447 Gabpb1 14391 39.008565 -8.606286e-02 0.17360598
## 7448 Ly6e 17069 528.649391 -8.607432e-02 0.15173029
## 7449 Akt1 11651 110.618401 -8.612624e-02 0.14640046
## 7450 Rab3a 19339 14.617755 -8.613612e-02 0.21581417
## 7451 Men1 17283 45.019186 -8.631463e-02 0.16824527
## 7452 Hmgn3 94353 74.892078 -8.641393e-02 0.17205318
## 7453 Rere 68703 40.882140 -8.654639e-02 0.17261570
## 7454 Tgfb1 21803 192.323433 -8.673757e-02 0.16042878
## 7455 Tmem64 100201 23.253921 -8.699811e-02 0.18891384
## 7456 Ubqln2 54609 17.099070 -8.700483e-02 0.20386434
## 7457 Tnrc18 231861 20.259091 -8.721030e-02 0.19355772
## 7458 Sec63 140740 32.062882 -8.749964e-02 0.17897958
## 7459 Atp13a2 74772 70.315215 -8.750339e-02 0.17437104
## 7460 Ppp1r9b 217124 77.078907 -8.752811e-02 0.15885096
## 7461 Arpc5l 74192 206.924414 -8.757224e-02 0.14620826
## 7462 Gpr18 110168 35.706961 -8.814423e-02 0.18198529
## 7463 Sun2 223697 94.858612 -8.826637e-02 0.15826627
## 7464 Nnt 18115 33.870590 -8.840478e-02 0.17780560
## 7465 Myo1c 17913 98.523620 -8.867512e-02 0.15221455
## 7466 Cmtm6 67213 61.152467 -8.884077e-02 0.17324121
## 7467 Gpbp1 73274 71.263317 -8.918541e-02 0.15884991
## 7468 Casd1 213819 23.755489 -8.951344e-02 0.19049627
## 7469 Abcd1 11666 28.395153 -8.956670e-02 0.18675659
## 7470 Spata13 219140 50.321443 -8.975323e-02 0.17521491
## 7471 Unc45a 101869 31.566530 -8.986761e-02 0.18547778
## 7472 Prrc2c 226562 59.996901 -8.993520e-02 0.16525837
## 7473 Hsd17b11 114664 55.128933 -9.003283e-02 0.16667505
## 7474 Evl 14026 85.596607 -9.023196e-02 0.18061026
## 7475 Arhgap4 171207 85.102979 -9.026509e-02 0.16647075
## 7476 Plin3 66905 30.898629 -9.030950e-02 0.19334926
## 7477 S1pr1 13609 22.264154 -9.064314e-02 0.19759415
## 7478 Ttpal 76080 34.208025 -9.067950e-02 0.20842877
## 7479 Zcchc11 <NA> 42.356364 -9.074570e-02 0.17315608
## 7480 Gstp1 14870 116.690182 -9.085674e-02 0.17034398
## 7481 Ube2d1 216080 34.704006 -9.096700e-02 0.17870911
## 7482 Myo9b 17925 39.036328 -9.116189e-02 0.17509488
## 7483 Jak1 16451 133.411340 -9.129703e-02 0.15061751
## 7484 Acy3 71670 29.394478 -9.135447e-02 0.18869905
## 7485 Mief2 237781 10.296284 -9.141394e-02 0.24435117
## 7486 Pyhin1 <NA> 24.762187 -9.149353e-02 0.22006889
## 7487 Prrc2b 227723 44.186984 -9.170976e-02 0.17237879
## 7488 Arhgap25 232201 36.570233 -9.210728e-02 0.19444623
## 7489 Irf5 27056 53.990451 -9.217338e-02 0.16727257
## 7490 Snap29 67474 31.724242 -9.224650e-02 0.18767110
## 7491 Lypla2 26394 63.596032 -9.229707e-02 0.16911610
## 7492 Tcn2 21452 31.057235 -9.246950e-02 0.19217488
## 7493 Mum1l1 <NA> 7.121694 -9.259430e-02 0.32622164
## 7494 Zmiz1 328365 76.434688 -9.275093e-02 0.16490208
## 7495 Sh2d3c 27387 34.390409 -9.308447e-02 0.18305090
## 7496 Pkn1 320795 58.179301 -9.353443e-02 0.17362403
## 7497 Nudcd3 209586 45.533040 -9.366814e-02 0.17668447
## 7498 Inpp5d 16331 124.732279 -9.398026e-02 0.15286487
## 7499 Dock8 76088 24.752198 -9.436573e-02 0.19774954
## 7500 Armcx2 67416 6.974425 -9.438666e-02 0.32008819
## 7501 Hip1r 29816 34.398098 -9.465654e-02 0.18660040
## 7502 Wsb1 78889 60.792466 -9.481092e-02 0.16932450
## 7503 Sept6 <NA> 69.605540 -9.491966e-02 0.16415577
## 7504 Commd3 12238 70.117700 -9.502591e-02 0.17945410
## 7505 Alpl 11647 183.482754 -9.523310e-02 0.20075396
## 7506 BC017643 <NA> 105.024578 -9.573673e-02 0.15781419
## 7507 Trp53i11 277414 227.918743 -9.607561e-02 0.16433059
## 7508 Pip5k1c 18717 44.187132 -9.629273e-02 0.17667100
## 7509 Lyn 17096 58.304028 -9.647926e-02 0.17537150
## 7510 Txnip 56338 116.148609 -9.673725e-02 0.16055020
## 7511 Gdf11 14561 15.122794 -9.684275e-02 0.22972591
## 7512 Prkcd 18753 57.151971 -9.712682e-02 0.17795257
## 7513 Gng2 14702 34.043019 -9.725722e-02 0.18801298
## 7514 Plcg1 18803 51.163463 -9.733428e-02 0.17585030
## 7515 Cbx4 12418 14.784703 -9.753783e-02 0.22387614
## 7516 Phlpp1 98432 25.574156 -9.767044e-02 0.19465172
## 7517 Mcl1 17210 118.693226 -9.793640e-02 0.16423261
## 7518 Ifi203 15950 64.492970 -9.810253e-02 0.17688788
## 7519 Stat4 20849 54.174760 -9.843846e-02 0.18718413
## 7520 Pten 19211 58.276445 -9.848704e-02 0.17841495
## 7521 Rabgap1l 29809 39.203134 -9.866378e-02 0.18170108
## 7522 Csrnp1 215418 57.459752 -9.887338e-02 0.19097038
## 7523 Cds2 110911 33.395949 -9.917170e-02 0.18699677
## 7524 Ankrd13d 68423 12.811849 -9.987036e-02 0.26095070
## 7525 Pafah1b3 18476 123.834679 -1.003332e-01 0.16597830
## 7526 Gse1 382034 30.363702 -1.005740e-01 0.20004969
## 7527 Dab2ip 69601 22.078511 -1.006291e-01 0.21503580
## 7528 Zmynd8 228880 29.730703 -1.006897e-01 0.19155266
## 7529 B4galt1 14595 26.238618 -1.009415e-01 0.19816079
## 7530 Cd36 12491 45.738175 -1.011158e-01 0.18970970
## 7531 Ric8 <NA> 38.235613 -1.012087e-01 0.18963146
## 7532 Adnp 11538 21.759900 -1.013552e-01 0.20602269
## 7533 Rasa3 19414 103.521617 -1.014140e-01 0.18976207
## 7534 Slc9a3r1 26941 69.766319 -1.015203e-01 0.16915288
## 7535 Malat1 72289 95.676901 -1.019866e-01 0.19629374
## 7536 Srgn 19073 243.630542 -1.024184e-01 0.21483122
## 7537 4931429I11Rik <NA> 68.776238 -1.028278e-01 0.18941530
## 7538 Maml1 103806 18.592564 -1.031759e-01 0.21237907
## 7539 Eif4a2 13682 127.372153 -1.032017e-01 0.17108178
## 7540 Hes1 15205 41.884076 -1.033087e-01 0.21587412
## 7541 Fcrl6 677296 85.393585 -1.037076e-01 0.40931609
## 7542 Snx20 71607 41.031119 -1.038936e-01 0.18743513
## 7543 Sptbn1 20742 83.877999 -1.039829e-01 0.16291622
## 7544 Ppp3cc 19057 41.332814 -1.044335e-01 0.27539389
## 7545 Ddx17 67040 168.423089 -1.044926e-01 0.16723283
## 7546 Slc38a2 67760 99.746256 -1.045224e-01 0.16883482
## 7547 Iqgap1 29875 98.500591 -1.055370e-01 0.16011875
## 7548 Prdm14 383491 2.010411 -1.062814e-01 0.68532079
## 7549 E130308A19Rik 230259 21.097664 -1.067963e-01 0.21108013
## 7550 Zfp292 30046 20.258417 -1.068126e-01 0.21190810
## 7551 Ccng1 12450 57.972574 -1.068266e-01 0.18554701
## 7552 Trim11 94091 38.074777 -1.068857e-01 0.20429601
## 7553 Tmem106b 71900 32.371912 -1.071032e-01 0.21531833
## 7554 Arhgap15 76117 81.896807 -1.075497e-01 0.16746864
## 7555 Tbc1d10c 108995 204.629833 -1.082318e-01 0.18003038
## 7556 Son 20658 82.927426 -1.082695e-01 0.16890633
## 7557 Runx1 12394 24.418050 -1.083469e-01 0.20444110
## 7558 Mgst1 56615 44.694851 -1.084424e-01 0.27352022
## 7559 Rragd 52187 29.731169 -1.084813e-01 0.21271000
## 7560 Stk17b 98267 102.849149 -1.085508e-01 0.17417578
## 7561 Map7 17761 21.926751 -1.085705e-01 0.22840669
## 7562 Hdac11 232232 17.580134 -1.087408e-01 0.23671452
## 7563 Gm11346 76024 5.822134 -1.091532e-01 0.38459991
## 7564 Slc25a1 13358 51.360216 -1.096408e-01 0.18777609
## 7565 Cap1 12331 181.443472 -1.097170e-01 0.15709014
## 7566 Rin3 217835 24.257946 -1.098933e-01 0.22259234
## 7567 Kmt2e 69188 34.537056 -1.105059e-01 0.19352599
## 7568 Crip2 68337 118.842854 -1.108497e-01 0.24044731
## 7569 Prkcb 18751 84.601438 -1.113371e-01 0.19496216
## 7570 Ttll11 74410 5.459638 -1.114560e-01 0.41263662
## 7571 Abhd2 54608 28.222751 -1.115006e-01 0.20861071
## 7572 Csrp2 13008 52.433009 -1.116514e-01 0.19586664
## 7573 Hint2 68917 16.780324 -1.117587e-01 0.25111757
## 7574 Agpat9 <NA> 40.165986 -1.118426e-01 0.21479544
## 7575 Suv420h1 <NA> 22.926772 -1.119891e-01 0.21354476
## 7576 Txnrd3 232223 61.596779 -1.121761e-01 0.20705894
## 7577 Nrros 224109 65.841343 -1.124379e-01 0.19416869
## 7578 Mcoln2 68279 22.933583 -1.130184e-01 0.23139956
## 7579 Arid5a 214855 18.937387 -1.131917e-01 0.22863390
## 7580 Hibadh 58875 90.015436 -1.134768e-01 0.17622490
## 7581 Lman2l 214895 15.267173 -1.138475e-01 0.24157007
## 7582 Epha2 13836 12.319638 -1.139292e-01 0.32581238
## 7583 Zcchc7 319885 18.783741 -1.146024e-01 0.23442302
## 7584 Bckdha 12039 42.019118 -1.152289e-01 0.18992032
## 7585 Dock9 105445 43.531926 -1.156358e-01 0.20178531
## 7586 Pik3ip1 216505 45.335256 -1.160035e-01 0.18807939
## 7587 Ifi27 52668 124.331260 -1.176247e-01 0.19679733
## 7588 Selplg 20345 33.204482 -1.177283e-01 0.24518182
## 7589 Cytip 227929 39.706983 -1.183205e-01 0.20552359
## 7590 Prkcq 18761 10.449664 -1.186114e-01 0.35398521
## 7591 Pced1b 239647 27.260467 -1.192850e-01 0.22899360
## 7592 Top2b 21974 192.842235 -1.194977e-01 0.17080092
## 7593 Serpinf1 20317 52.525674 -1.197831e-01 0.23953611
## 7594 Gm4759 <NA> 39.192016 -1.198069e-01 0.20846180
## 7595 Rptor 74370 26.246034 -1.203338e-01 0.21423299
## 7596 Tmem243 652925 106.279910 -1.207767e-01 0.17304710
## 7597 1700030K09Rik 72254 12.952629 -1.218645e-01 0.26392865
## 7598 1110004F10Rik 56372 84.536632 -1.220093e-01 0.17500951
## 7599 Zfp608 269023 18.422496 -1.220352e-01 0.24047979
## 7600 Ptpn22 19260 11.799139 -1.222652e-01 0.29583465
## 7601 Tsc22d4 <NA> 130.918508 -1.232165e-01 0.16890572
## 7602 Gbp9 236573 24.099299 -1.232796e-01 0.29496635
## 7603 Sirt3 64384 21.769002 -1.234390e-01 0.24761003
## 7604 Chd4 107932 170.124448 -1.240681e-01 0.15801649
## 7605 Lcp2 16822 19.898602 -1.242101e-01 0.29028528
## 7606 Otub2 68149 25.570221 -1.250124e-01 0.28399923
## 7607 Mfsd6 98682 12.614798 -1.253414e-01 0.27157335
## 7608 Cerk 223753 64.101948 -1.254119e-01 0.20901905
## 7609 Nucb1 18220 114.472027 -1.255384e-01 0.20377830
## 7610 Notch1 18128 22.756347 -1.255822e-01 0.23497825
## 7611 Smtn 29856 93.518508 -1.257174e-01 0.17227330
## 7612 Phip 83946 35.870198 -1.258758e-01 0.20267699
## 7613 Zkscan17 268417 62.292849 -1.265856e-01 0.20198218
## 7614 Ipcef1 320495 22.927271 -1.268098e-01 0.27757171
## 7615 Tspan32 27027 54.316332 -1.268684e-01 0.22642736
## 7616 Tnks2 74493 53.331130 -1.270108e-01 0.19083433
## 7617 Dok3 27261 77.144730 -1.274290e-01 0.23832815
## 7618 Adrbk1 <NA> 265.712966 -1.281071e-01 0.15367659
## 7619 Nsd1 18193 19.930037 -1.286387e-01 0.23662364
## 7620 Casp8 12370 53.823215 -1.286765e-01 0.19177161
## 7621 Bcr 110279 20.560259 -1.288860e-01 0.26507912
## 7622 Ablim1 226251 120.472478 -1.292163e-01 0.17714006
## 7623 Pcbp3 59093 11.936728 -1.292325e-01 0.28712816
## 7624 Gstt2 14872 40.502141 -1.299643e-01 0.23506530
## 7625 Esyt2 52635 27.232335 -1.300779e-01 0.22388110
## 7626 N4bp2 333789 34.038639 -1.304929e-01 0.20983370
## 7627 Ifngr2 15980 51.850964 -1.305924e-01 0.19720749
## 7628 Cd93 17064 140.915791 -1.318633e-01 0.20977614
## 7629 Sdhaf2 66072 37.859412 -1.319724e-01 0.20695551
## 7630 Cbfa2t3 12398 15.623917 -1.330529e-01 0.27222229
## 7631 Capn2 12334 21.582168 -1.344202e-01 0.39664102
## 7632 Aff1 17355 38.871730 -1.347120e-01 0.20604739
## 7633 Lhpp 76429 18.584639 -1.347608e-01 0.25012184
## 7634 Slc2a9 117591 22.245307 -1.350252e-01 0.23227998
## 7635 Mir8091 102465884 2.513014 -1.354950e-01 0.76735259
## 7636 Limd2 67803 119.378392 -1.355165e-01 0.18568970
## 7637 Glipr1 73690 11.110317 -1.356267e-01 0.34657717
## 7638 Slc30a4 22785 10.960146 -1.360884e-01 0.31769393
## 7639 Fam107b 66540 164.261499 -1.368572e-01 0.16328700
## 7640 Adssl1 11565 14.598612 -1.377959e-01 0.29151618
## 7641 Ypel3 66090 111.147933 -1.389602e-01 0.18668880
## 7642 D930015E06Rik <NA> 67.919594 -1.389695e-01 0.19274449
## 7643 Gngt2 14710 100.814245 -1.391480e-01 0.18021248
## 7644 Fam20b 215015 38.845353 -1.396587e-01 0.22984769
## 7645 Mef2d 17261 67.285120 -1.398994e-01 0.19728373
## 7646 Clk4 12750 36.383196 -1.401392e-01 0.21780715
## 7647 Mgat1 17308 132.737879 -1.414917e-01 0.18041323
## 7648 Acpp 56318 65.207742 -1.433129e-01 0.26658622
## 7649 F13a1 74145 7.295966 -1.436263e-01 0.38667337
## 7650 Marcks 17118 38.512265 -1.442907e-01 0.23261184
## 7651 Tnfrsf19 29820 94.532763 -1.447235e-01 0.21794707
## 7652 Mzb1 69816 721.759412 -1.452669e-01 0.21157137
## 7653 Pcdhb22 93893 7.458280 -1.475674e-01 0.43895399
## 7654 Fbxl12 30843 76.841303 -1.483956e-01 0.28863174
## 7655 Themis2 230787 38.232455 -1.484915e-01 0.23538796
## 7656 Aes <NA> 130.943663 -1.487575e-01 0.22819989
## 7657 B3gnt5 108105 15.944241 -1.498271e-01 0.30603023
## 7658 Sdc4 20971 92.870939 -1.499884e-01 0.20855088
## 7659 Tmem263 103266 14.934996 -1.500877e-01 0.29334816
## 7660 2900026A02Rik 243219 37.690096 -1.518292e-01 0.22561764
## 7661 Xrcc6 14375 86.499690 -1.521496e-01 0.21098469
## 7662 Arl5c 217151 93.021637 -1.522118e-01 0.21033743
## 7663 Dusp2 13537 95.860699 -1.522371e-01 0.19787286
## 7664 Hivep2 15273 19.251386 -1.530545e-01 0.29600665
## 7665 Edaradd 171211 13.785913 -1.532755e-01 0.36946153
## 7666 Pde4b 18578 46.328302 -1.542293e-01 0.21928603
## 7667 Dpp4 13482 98.203609 -1.548096e-01 0.24776884
## 7668 Acp6 66659 69.207898 -1.549866e-01 0.21257952
## 7669 Clint1 216705 64.951902 -1.550538e-01 0.20601352
## 7670 Tnfsf10 22035 12.125919 -1.551592e-01 0.33289789
## 7671 Pold4 69745 125.004498 -1.568015e-01 0.18508354
## 7672 Mgea5 <NA> 49.826444 -1.572302e-01 0.20781908
## 7673 Klhl24 75785 34.708026 -1.581107e-01 0.22867884
## 7674 Gga2 74105 99.516073 -1.581275e-01 0.20331609
## 7675 Ets1 23871 143.265419 -1.583346e-01 0.18501744
## 7676 Orai2 269717 25.416174 -1.587812e-01 0.24708238
## 7677 Bin1 30948 133.605764 -1.600929e-01 0.18633145
## 7678 Cxxc5 67393 70.063007 -1.602563e-01 0.20428831
## 7679 C1galt1 94192 63.262138 -1.604438e-01 0.22136100
## 7680 Gm525 217071 241.084493 -1.612813e-01 0.28236294
## 7681 Ccm2 216527 77.748382 -1.616724e-01 0.20744927
## 7682 Cabp4 73660 26.396861 -1.634462e-01 0.24965504
## 7683 Mgst2 211666 118.347508 -1.636484e-01 0.20234980
## 7684 Cacna1e 12290 8.783485 -1.643287e-01 0.41579067
## 7685 Kdm5b 75605 15.779271 -1.664435e-01 0.40370965
## 7686 Chchd10 103172 379.302933 -1.666231e-01 0.16344315
## 7687 Arhgdib 11857 700.809361 -1.671406e-01 0.15257224
## 7688 Myl2 17906 3.015617 -1.674610e-01 0.85310937
## 7689 Ankrd6 140577 12.434861 -1.686686e-01 0.35602784
## 7690 Selm <NA> 67.940226 -1.688734e-01 0.24564481
## 7691 Tor4a 227612 29.722480 -1.691665e-01 0.24652077
## 7692 Dock10 210293 31.558317 -1.702035e-01 0.24160586
## 7693 Phldb3 232970 85.450512 -1.708424e-01 0.24499833
## 7694 Ccm2l 228788 7.778203 -1.736016e-01 0.48706091
## 7695 Cep170b 217882 17.581105 -1.753902e-01 0.32349546
## 7696 Egr1 13653 19.275959 -1.756918e-01 0.32395027
## 7697 Cd53 12508 117.284157 -1.768395e-01 0.21121546
## 7698 Rgs18 64214 8.300715 -1.829971e-01 0.48458192
## 7699 B3gnt8 232984 13.749440 -1.854724e-01 0.39920649
## 7700 Cat 12359 213.932073 -1.866559e-01 0.21373592
## 7701 Cd37 12493 849.456463 -1.872616e-01 0.15441395
## 7702 Fubp1 51886 31.070856 -1.887224e-01 0.25835445
## 7703 Ubash3a 328795 8.296797 -1.898699e-01 0.49257734
## 7704 Psd4 215632 50.842629 -1.901333e-01 0.24172243
## 7705 Apobec1 11810 59.610110 -1.904564e-01 0.29761927
## 7706 Il7r 16197 104.242542 -1.916157e-01 0.21476689
## 7707 Sox4 20677 113.513430 -1.931853e-01 0.22164508
## 7708 Stk4 58231 93.836930 -1.938519e-01 0.20281130
## 7709 Elk4 13714 36.878549 -1.995704e-01 0.24899560
## 7710 Bmf 171543 33.189676 -2.017304e-01 0.27843301
## 7711 Aff3 16764 36.533962 -2.018499e-01 0.26591617
## 7712 Scn4b 399548 53.583310 -2.066708e-01 0.51731604
## 7713 Plcb2 18796 32.403869 -2.071626e-01 0.29010709
## 7714 Rag2 19374 51.938339 -2.076235e-01 0.32224096
## 7715 Fam65a <NA> 28.724322 -2.083119e-01 0.27199885
## 7716 Sytl1 269589 11.954111 -2.110029e-01 0.42259278
## 7717 Cd79b 15985 702.564283 -2.123436e-01 0.19873123
## 7718 Adh1 11522 6.303950 -2.159089e-01 0.59518820
## 7719 Rac2 19354 197.616648 -2.163163e-01 0.22608109
## 7720 Myo7a 17921 31.719363 -2.173598e-01 0.28363580
## 7721 Cdkn1a 12575 9.654229 -2.221460e-01 0.55664677
## 7722 Slamf6 30925 137.293592 -2.243881e-01 0.25233509
## 7723 Tapt1 231225 105.823488 -2.258805e-01 0.24845317
## 7724 Map4k2 26412 85.771136 -2.266930e-01 0.22715623
## 7725 Lrrn3 16981 11.458503 -2.270103e-01 0.60097896
## 7726 Dgkd 227333 88.034443 -2.279733e-01 0.21793994
## 7727 Sh3bp5 24056 186.673531 -2.284022e-01 0.20460090
## 7728 Hdac7 56233 77.566259 -2.298725e-01 0.25893342
## 7729 Ddx5 13207 468.653578 -2.300423e-01 0.14408438
## 7730 Mmrn1 70945 112.358722 -2.304053e-01 0.20914634
## 7731 Blnk 17060 201.367318 -2.309294e-01 0.22016730
## 7732 Syk 20963 92.697654 -2.318496e-01 0.28727988
## 7733 Ppp1r16b 228852 26.378775 -2.345565e-01 0.31106254
## 7734 Neil1 72774 21.740361 -2.381604e-01 0.33826299
## 7735 Slc12a6 107723 68.283917 -2.386907e-01 0.23510399
## 7736 Itpkb 320404 41.347135 -2.412148e-01 0.26155858
## 7737 Lef1 16842 134.192768 -2.469411e-01 0.26394887
## 7738 Smim20 66278 101.612461 -2.531224e-01 0.22307366
## 7739 Eef2k 13631 40.496009 -2.532751e-01 0.27589009
## 7740 Susd1 634731 86.040799 -2.550346e-01 0.25410527
## 7741 Myb 17863 199.421121 -2.574326e-01 0.19835789
## 7742 Trp53inp1 60599 64.138192 -2.581238e-01 0.25266671
## 7743 Pbxip1 229534 42.349248 -2.599412e-01 0.30762017
## 7744 Dnajc21 78244 87.446080 -2.628562e-01 0.27025986
## 7745 Tm6sf1 107769 67.261352 -2.645176e-01 0.24091594
## 7746 Clk1 12747 102.014457 -2.650116e-01 0.25578194
## 7747 Rrm2b 382985 18.251197 -2.651741e-01 0.44293856
## 7748 Plekha2 83436 101.446167 -2.691183e-01 0.21025629
## 7749 Lgals9 16859 441.985338 -2.698483e-01 0.14602684
## 7750 Elf1 13709 159.565300 -2.717149e-01 0.19559945
## 7751 Cd1d1 12479 34.538021 -2.769331e-01 0.31515908
## 7752 Gimap1 16205 138.205524 -2.785241e-01 0.20924957
## 7753 Elovl6 170439 34.031667 -2.827470e-01 0.32702643
## 7754 Slc35f3 210027 21.555613 -2.841903e-01 0.50362128
## 7755 Ptgr1 67103 187.017479 -2.879630e-01 0.30410117
## 7756 Unc93b1 54445 201.053205 -2.912108e-01 0.24562862
## 7757 Il17ra 16172 97.845770 -2.915741e-01 0.22859065
## 7758 Cyfip2 76884 110.082488 -2.951114e-01 0.25044761
## 7759 Mgmt 17314 9.138462 -2.963245e-01 0.64799076
## 7760 Pqlc3 217430 31.035878 -2.964097e-01 0.34332404
## 7761 Dck 13178 160.103438 -3.019907e-01 0.24463698
## 7762 Cd19 12478 451.546728 -3.067960e-01 0.21389606
## 7763 Pik3cd 18707 116.497602 -3.097127e-01 0.33088323
## 7764 Myl4 17896 13.579177 -3.126449e-01 0.67500709
## 7765 Rcsd1 226594 293.752964 -3.173281e-01 0.18701648
## 7766 Nkd2 72293 18.734011 -3.218671e-01 0.49980638
## 7767 Ptprcap 19265 500.491127 -3.271137e-01 0.22702491
## 7768 Inafm2 100043272 44.861950 -3.272277e-01 0.39537277
## 7769 Rag1 19373 111.640388 -3.308948e-01 0.45362614
## 7770 Zfp386 56220 25.065492 -3.317927e-01 0.43177446
## 7771 Ube2j1 56228 117.573293 -3.331539e-01 0.26118510
## 7772 Akap12 83397 99.777505 -3.333018e-01 0.28489284
## 7773 Snora33 100529074 40.592176 -3.375374e-01 1.40285312
## 7774 Tcf3 21423 194.700635 -3.396515e-01 0.22729320
## 7775 Tnfaip3 21929 15.434550 -3.400662e-01 0.53026536
## 7776 Hp1bp3 15441 89.692887 -3.434307e-01 0.22785354
## 7777 Drc7 330830 63.980527 -3.455599e-01 0.43035507
## 7778 Chst3 53374 138.973782 -3.500582e-01 0.21911342
## 7779 Kansl1l 68691 36.018357 -3.520542e-01 0.34022476
## 7780 Pgls 66171 212.788390 -3.558163e-01 0.24140018
## 7781 2610524H06Rik 330173 9.444591 -3.646840e-01 0.68018155
## 7782 Lig4 319583 16.589457 -3.670593e-01 0.54049195
## 7783 Gm17296 <NA> 61.424601 -3.690235e-01 0.26132337
## 7784 Siglecg 243958 67.782116 -3.706132e-01 0.26950230
## 7785 Xlr 22441 4.770299 -3.708386e-01 1.07569329
## 7786 Ly6d 17068 7.940618 -3.722479e-01 0.80353952
## 7787 Mlec 109154 154.299315 -3.727693e-01 0.18353655
## 7788 Cd79a 12518 1288.964786 -3.747140e-01 0.16667512
## 7789 Carns1 107239 23.597692 -3.752742e-01 0.50107433
## 7790 Bace1 23821 4.805286 -3.754178e-01 0.97897097
## 7791 Pcmtd1 319263 64.119514 -3.790110e-01 0.26934257
## 7792 Spib 272382 86.997992 -3.812439e-01 0.46551887
## 7793 H1f0 14958 83.867018 -3.851492e-01 0.32483458
## 7794 Smarca4 20586 254.024341 -3.941860e-01 0.22439226
## 7795 Wdfy4 545030 119.726091 -3.980134e-01 0.19606613
## 7796 Gmfg 63986 281.298596 -4.095765e-01 0.15401728
## 7797 Clic6 209195 6.133882 -4.097136e-01 0.92801467
## 7798 Vpreb3 22364 1557.718052 -4.122407e-01 0.25015193
## 7799 Impdh1 23917 128.892305 -4.129489e-01 0.25656810
## 7800 Stambpl1 76630 100.961742 -4.152330e-01 0.24392858
## 7801 Ephx1 13849 25.240756 -4.246004e-01 0.56071030
## 7802 Il16 16170 98.959965 -4.310231e-01 0.25004335
## 7803 Cd72 12517 57.084314 -4.313840e-01 0.47746243
## 7804 Eif2ak3 13666 63.916361 -4.368681e-01 0.31242028
## 7805 Erg 13876 113.115147 -4.489751e-01 0.27289312
## 7806 Klhl6 239743 149.201712 -4.503862e-01 0.21557657
## 7807 Cnksr3 215748 20.240694 -4.519753e-01 0.54621762
## 7808 Plxdc1 72324 20.899331 -4.624513e-01 0.55319512
## 7809 Gpam 14732 60.522336 -4.672723e-01 0.62503930
## 7810 Slamf7 75345 71.570883 -4.757917e-01 0.44634848
## 7811 Sft2d2 108735 80.204194 -4.846760e-01 0.30665261
## 7812 Cyth1 19157 126.858997 -4.853759e-01 0.20240731
## 7813 Gjc2 118454 14.091299 -5.012054e-01 0.72860968
## 7814 Ccnd3 12445 297.643292 -5.111615e-01 0.15336975
## 7815 Foxo1 56458 128.001487 -5.126496e-01 0.30055622
## 7816 Tspan13 66109 264.489376 -5.132262e-01 0.20359705
## 7817 Pde2a 207728 534.073652 -5.143862e-01 0.17854779
## 7818 B3gnt2 53625 125.838950 -5.146260e-01 0.35027681
## 7819 Tifa 211550 243.181641 -5.146332e-01 0.40049961
## 7820 Ppt1 19063 54.988034 -5.251890e-01 0.35537905
## 7821 Ankrd33b 67434 7.797134 -5.317954e-01 0.92058329
## 7822 Ebf1 13591 147.281949 -5.358533e-01 0.17534248
## 7823 Fam65b <NA> 65.952846 -5.364798e-01 0.34626721
## 7824 Pax5 18507 147.290219 -5.803496e-01 0.20095013
## 7825 Atp2a3 53313 213.526910 -5.892853e-01 0.38973047
## 7826 Enpep 13809 129.374929 -6.034605e-01 0.65414869
## 7827 Epb4.1l4b <NA> 59.793484 -6.382685e-01 0.67130000
## 7828 Bcl7a 77045 117.083798 -6.623763e-01 0.31908502
## 7829 Nedd9 18003 213.196110 -6.742008e-01 0.16956693
## 7830 Snn 20621 186.747596 -6.781714e-01 0.36428948
## 7831 Camk2d 108058 86.819684 -6.931524e-01 0.48665308
## 7832 Bst1 12182 81.467314 -7.203346e-01 0.91549898
## 7833 Gfra1 14585 42.865291 -7.713529e-01 0.74898132
## 7834 Arntl 11865 27.222345 -8.309059e-01 0.81978070
## 7835 Fam53b 77938 121.443752 -8.354434e-01 0.48838810
## 7836 Cdkn2a 12578 16.455113 -9.253226e-01 1.08736727
## 7837 Igll1 16136 1076.896816 -9.272506e-01 0.42279258
## 7838 Fam129c <NA> 57.217062 -9.345769e-01 0.86595198
## 7839 Cplx2 12890 221.381587 -1.046530e+00 0.60935585
## 7840 Adgrg1 14766 253.820459 -1.048626e+00 0.37310187
## 7841 Vpreb1 22362 1020.766307 -1.126520e+00 0.48865596
## 7842 Smtnl2 276829 30.847362 -1.233569e+00 1.04874750
## 7843 Cyb561a3 225912 67.697943 -1.358061e+00 0.58698691
## 7844 Clec2d 93694 69.588417 -1.383412e+00 0.51689658
## 7845 Cep164 214552 37.869284 -1.426981e+00 0.59124440
## 7846 Tmem98 103743 6.291936 -1.878444e+00 2.00110163
## 7847 Adgrf1 77596 4.808667 -2.025975e+00 2.20725800
## 7848 Rps4l 66184 3.660047 -2.056981e+00 2.40626591
## 7849 Arpp21 74100 9.121411 -2.120300e+00 1.39419804
## 7850 Thy1 21838 13.426389 -2.583355e+00 0.84907686
## 7851 Blk 12143 9.114795 -2.677958e+00 1.59799478
## 7852 Steap4 117167 21.566578 -2.989197e+00 0.76779555
## 7853 Myl10 59310 15.252859 -4.878148e+00 1.28142492
## 7854 Mir7-1 723902 16.557264 -1.992996e+01 4.45100897
## 7855 Snora68 104370 34.542170 -2.114834e+01 4.20788042
## 7856 Snord89 100217461 47.747270 -2.165072e+01 4.12880957
## 7857 Mir3101 100526505 82.306222 -2.245558e+01 4.02699812
## 7858 Snord83b 100302601 199.533330 -2.369999e+01 3.92210943
## pvalue padj
## 1 NA NA
## 2 NA NA
## 3 5.149872e-11 1.683579e-08
## 4 2.128042e-28 1.669662e-24
## 5 1.967458e-15 1.403334e-12
## 6 1.122746e-07 1.631308e-05
## 7 3.933382e-17 3.857664e-14
## 8 5.259992e-08 8.422428e-06
## 9 4.144532e-08 6.918722e-06
## 10 1.576247e-07 2.208435e-05
## 11 3.336416e-07 4.215106e-05
## 12 3.384549e-07 4.215106e-05
## 13 5.083636e-07 5.780610e-05
## 14 1.083191e-13 5.311697e-11
## 15 1.717163e-07 2.322907e-05
## 16 1.477558e-10 4.458814e-08
## 17 2.088692e-21 5.462626e-18
## 18 4.804242e-20 7.538816e-17
## 19 9.120012e-07 9.540748e-05
## 20 4.336994e-07 5.155766e-05
## 21 1.158956e-08 2.392940e-06
## 22 4.810488e-21 9.435771e-18
## 23 1.416164e-06 1.388903e-04
## 24 4.699855e-07 5.422804e-05
## 25 7.532402e-08 1.171838e-05
## 26 7.620387e-22 2.989478e-18
## 27 2.032226e-06 1.791555e-04
## 28 1.527531e-09 3.866131e-07
## 29 3.041869e-06 2.486095e-04
## 30 1.734012e-09 4.251581e-07
## 31 3.138622e-06 2.538724e-04
## 32 6.035088e-09 1.279765e-06
## 33 7.924860e-10 2.144085e-07
## 34 8.837003e-08 1.308210e-05
## 35 5.179470e-14 2.709208e-11
## 36 8.167485e-06 5.621236e-04
## 37 5.252285e-06 3.962445e-04
## 38 5.103115e-15 3.079926e-12
## 39 1.985887e-09 4.451791e-07
## 40 8.744629e-06 5.966118e-04
## 41 1.107396e-05 7.240525e-04
## 42 2.990718e-06 2.470018e-04
## 43 9.547996e-06 6.348608e-04
## 44 5.613892e-06 4.194914e-04
## 45 7.586353e-06 5.267480e-04
## 46 2.249342e-05 1.336995e-03
## 47 3.519584e-05 1.944694e-03
## 48 2.593256e-05 1.496080e-03
## 49 3.831460e-06 3.067514e-04
## 50 2.164243e-06 1.871919e-04
## 51 2.354179e-05 1.378425e-03
## 52 2.091467e-05 1.262281e-03
## 53 5.435605e-05 2.805774e-03
## 54 4.690457e-05 2.469888e-03
## 55 3.591504e-07 4.335222e-05
## 56 6.004431e-05 3.039404e-03
## 57 7.684739e-05 3.768404e-03
## 58 1.778150e-06 1.679195e-04
## 59 8.071473e-05 3.885201e-03
## 60 3.468147e-07 4.251732e-05
## 61 1.538625e-04 6.706695e-03
## 62 1.530597e-04 6.706695e-03
## 63 1.931517e-04 8.191719e-03
## 64 1.273090e-09 3.329555e-07
## 65 2.329728e-04 9.520334e-03
## 66 2.555456e-04 1.017772e-02
## 67 2.534912e-04 1.017772e-02
## 68 2.739063e-04 1.062094e-02
## 69 2.544350e-04 1.017772e-02
## 70 2.813627e-04 1.073963e-02
## 71 2.315124e-04 9.510192e-03
## 72 2.497540e-06 2.084649e-04
## 73 3.291108e-04 1.206637e-02
## 74 3.291108e-04 1.206637e-02
## 75 2.655158e-04 1.052140e-02
## 76 2.229693e-08 4.068412e-06
## 77 3.427985e-05 1.907515e-03
## 78 8.606215e-05 4.078431e-03
## 79 3.910500e-04 1.394627e-02
## 80 3.458440e-11 1.179779e-08
## 81 3.099041e-07 4.115431e-05
## 82 4.461579e-07 5.224709e-05
## 83 2.816190e-08 4.803440e-06
## 84 1.797762e-06 1.679195e-04
## 85 3.299078e-11 1.176571e-08
## 86 2.946431e-04 1.100843e-02
## 87 4.172769e-04 1.474754e-02
## 88 2.747963e-04 1.062094e-02
## 89 2.134918e-16 1.861174e-13
## 90 5.433128e-13 2.507549e-10
## 91 6.694058e-07 7.097510e-05
## 92 3.559649e-16 2.792901e-13
## 93 2.797773e-05 1.602287e-03
## 94 4.472896e-05 2.371239e-03
## 95 8.628849e-05 4.078431e-03
## 96 6.073594e-04 1.898543e-02
## 97 3.533888e-04 1.283652e-02
## 98 2.776627e-08 4.803440e-06
## 99 2.012838e-04 8.490711e-03
## 100 2.009878e-06 1.791555e-04
## 101 5.861832e-04 1.862022e-02
## 102 5.888883e-04 1.863072e-02
## 103 6.701283e-06 4.741634e-04
## 104 7.545523e-04 2.277007e-02
## 105 1.892030e-05 1.168887e-03
## 106 2.837302e-05 1.613150e-03
## 107 3.147156e-07 4.115431e-05
## 108 5.735854e-04 1.829411e-02
## 109 1.063449e-06 1.083613e-04
## 110 4.330195e-06 3.431789e-04
## 111 1.014444e-04 4.675486e-03
## 112 7.203048e-05 3.575447e-03
## 113 6.708149e-06 4.741634e-04
## 114 1.018200e-03 2.969813e-02
## 115 1.258192e-19 1.645296e-16
## 116 3.195075e-12 1.392698e-09
## 117 4.809460e-06 3.736141e-04
## 118 4.973050e-08 8.128865e-06
## 119 2.905050e-04 1.090575e-02
## 120 1.838167e-09 4.370381e-07
## 121 6.633779e-07 7.097510e-05
## 122 1.950033e-05 1.195309e-03
## 123 1.098942e-03 3.135381e-02
## 124 1.924494e-04 8.191719e-03
## 125 5.361879e-04 1.732785e-02
## 126 3.974976e-04 1.411206e-02
## 127 1.395298e-06 1.385760e-04
## 128 7.777654e-08 1.173528e-05
## 129 1.088043e-03 3.118614e-02
## 130 6.578999e-04 2.016360e-02
## 131 3.729016e-04 1.342104e-02
## 132 8.974586e-12 3.706032e-09
## 133 1.389206e-03 3.633238e-02
## 134 2.819733e-04 1.073963e-02
## 135 4.606932e-04 1.564673e-02
## 136 5.329120e-07 5.973183e-05
## 137 2.739113e-08 4.803440e-06
## 138 1.427228e-03 3.693735e-02
## 139 5.193303e-06 3.955986e-04
## 140 1.863805e-05 1.160588e-03
## 141 1.543720e-03 3.932475e-02
## 142 4.491387e-04 1.552398e-02
## 143 1.277086e-04 5.661026e-03
## 144 1.756396e-03 4.347218e-02
## 145 7.913252e-15 4.434812e-12
## 146 1.896732e-03 4.665129e-02
## 147 4.368934e-05 2.364045e-03
## 148 2.240116e-04 9.299443e-03
## 149 6.312051e-07 6.904862e-05
## 150 1.776804e-03 4.383901e-02
## 151 1.703686e-11 6.683560e-09
## 152 1.437291e-03 3.697371e-02
## 153 5.154126e-05 2.678098e-03
## 154 6.642951e-04 2.028039e-02
## 155 2.697348e-04 1.058170e-02
## 156 4.970253e-04 1.652398e-02
## 157 2.165690e-03 5.221695e-02
## 158 4.945889e-04 1.651296e-02
## 159 1.456337e-03 3.734123e-02
## 160 2.400599e-06 2.025280e-04
## 161 1.310881e-05 8.361928e-04
## 162 2.280122e-03 5.388505e-02
## 163 1.132495e-05 7.343433e-04
## 164 6.450805e-06 4.670871e-04
## 165 2.697584e-03 6.081966e-02
## 166 2.904488e-04 1.090575e-02
## 167 1.342530e-03 3.570674e-02
## 168 2.992224e-04 1.112654e-02
## 169 3.791381e-03 7.766886e-02
## 170 5.743022e-05 2.925958e-03
## 171 2.774645e-03 6.219962e-02
## 172 3.441918e-03 7.182258e-02
## 173 2.478234e-11 9.259155e-09
## 174 4.112057e-03 8.209465e-02
## 175 4.740501e-03 9.183697e-02
## 176 5.456446e-03 1.026649e-01
## 177 3.345752e-03 7.056660e-02
## 178 2.011227e-06 1.791555e-04
## 179 2.460640e-03 5.711887e-02
## 180 2.899179e-03 6.455174e-02
## 181 1.270377e-03 3.437027e-02
## 182 2.551691e-03 5.888403e-02
## 183 1.118295e-03 3.167561e-02
## 184 4.836272e-04 1.621598e-02
## 185 4.889816e-03 9.403308e-02
## 186 1.929473e-09 4.451791e-07
## 187 6.435907e-03 1.145037e-01
## 188 2.960804e-03 6.543794e-02
## 189 4.039019e-03 8.104895e-02
## 190 2.650835e-03 6.022816e-02
## 191 1.030762e-03 2.995318e-02
## 192 2.169606e-03 5.221695e-02
## 193 2.493945e-17 2.795356e-14
## 194 5.366643e-04 1.732785e-02
## 195 3.926843e-15 2.567501e-12
## 196 3.387426e-03 7.087399e-02
## 197 1.251881e-03 3.422389e-02
## 198 5.319956e-04 1.732785e-02
## 199 4.520062e-04 1.553265e-02
## 200 3.631890e-04 1.313171e-02
## 201 7.102825e-03 1.230216e-01
## 202 4.533490e-04 1.553265e-02
## 203 7.245681e-05 3.575447e-03
## 204 6.977671e-11 2.189872e-08
## 205 1.131196e-04 5.100783e-03
## 206 1.204027e-06 1.211128e-04
## 207 1.177470e-04 5.279102e-03
## 208 4.440969e-05 2.371239e-03
## 209 7.617954e-03 1.307888e-01
## 210 7.908122e-04 2.350270e-02
## 211 1.812759e-04 7.772082e-03
## 212 NA NA
## 213 1.012799e-05 6.677664e-04
## 214 4.214778e-04 1.482921e-02
## 215 3.506044e-03 7.258158e-02
## 216 5.841651e-03 1.080981e-01
## 217 3.212274e-03 6.905069e-02
## 218 1.367666e-03 3.620251e-02
## 219 9.781491e-03 1.588935e-01
## 220 6.252733e-03 1.122383e-01
## 221 1.696053e-08 3.245666e-06
## 222 8.304790e-03 1.407330e-01
## 223 7.541076e-04 2.277007e-02
## 224 1.198782e-07 1.710117e-05
## 225 1.102355e-02 1.728011e-01
## 226 5.926582e-03 1.091548e-01
## 227 1.698870e-06 1.625529e-04
## 228 2.125207e-08 3.970090e-06
## 229 6.030581e-03 1.100371e-01
## 230 7.617095e-08 1.171838e-05
## 231 6.501587e-03 1.154105e-01
## 232 1.969467e-10 5.723124e-08
## 233 1.226876e-08 2.468222e-06
## 234 5.428651e-09 1.183144e-06
## 235 1.999053e-06 1.791555e-04
## 236 8.830144e-04 2.604561e-02
## 237 3.071036e-03 6.673598e-02
## 238 2.553489e-04 1.017772e-02
## 239 2.618241e-10 7.336685e-08
## 240 2.714275e-04 1.059512e-02
## 241 1.651565e-03 4.139994e-02
## 242 1.115927e-02 1.732317e-01
## 243 6.323993e-04 1.953466e-02
## 244 1.110087e-03 3.155703e-02
## 245 3.329440e-07 4.215106e-05
## 246 1.142337e-02 1.753232e-01
## 247 7.806363e-03 1.331494e-01
## 248 4.764148e-04 1.604270e-02
## 249 4.516607e-06 3.543730e-04
## 250 1.215643e-04 5.419280e-03
## 251 6.336350e-07 6.904862e-05
## 252 1.603557e-06 1.553272e-04
## 253 8.832347e-03 1.471308e-01
## 254 7.621650e-04 2.291167e-02
## 255 1.509366e-02 2.162502e-01
## 256 1.212513e-02 1.827584e-01
## 257 1.715025e-02 2.348357e-01
## 258 2.350138e-06 2.004259e-04
## 259 6.011070e-06 4.449326e-04
## 260 1.504014e-08 2.950124e-06
## 261 2.211849e-05 1.324746e-03
## 262 2.749730e-03 6.181771e-02
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## 1792 3.831044e-01 9.935186e-01
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## 1797 3.677952e-01 9.935186e-01
## 1798 4.241698e-01 9.935186e-01
## 1799 4.269568e-01 9.935186e-01
## 1800 3.812376e-01 9.935186e-01
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## 1808 3.911093e-01 9.935186e-01
## 1809 3.726488e-01 9.935186e-01
## 1810 4.337593e-01 9.935186e-01
## 1811 4.062040e-01 9.935186e-01
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## 1820 3.863334e-01 9.935186e-01
## 1821 4.175667e-01 9.935186e-01
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## 1827 4.379880e-01 9.935186e-01
## 1828 4.376501e-01 9.935186e-01
## 1829 4.222685e-01 9.935186e-01
## 1830 4.221338e-01 9.935186e-01
## 1831 4.417566e-01 9.935186e-01
## 1832 4.016267e-01 9.935186e-01
## 1833 4.422924e-01 9.935186e-01
## 1834 4.424388e-01 9.935186e-01
## 1835 4.270323e-01 9.935186e-01
## 1836 3.880211e-01 9.935186e-01
## 1837 3.904521e-01 9.935186e-01
## 1838 3.722956e-01 9.935186e-01
## 1839 4.173970e-01 9.935186e-01
## 1840 4.062192e-01 9.935186e-01
## 1841 4.312386e-01 9.935186e-01
## 1842 4.299596e-01 9.935186e-01
## 1843 3.519376e-01 9.935186e-01
## 1844 4.412276e-01 9.935186e-01
## 1845 4.422347e-01 9.935186e-01
## 1846 4.475834e-01 9.935186e-01
## 1847 3.998292e-01 9.935186e-01
## 1848 4.450372e-01 9.935186e-01
## 1849 3.638482e-01 9.935186e-01
## 1850 4.515914e-01 9.935186e-01
## 1851 3.937671e-01 9.935186e-01
## 1852 4.316197e-01 9.935186e-01
## 1853 3.558025e-01 9.935186e-01
## 1854 3.794135e-01 9.935186e-01
## 1855 3.952325e-01 9.935186e-01
## 1856 4.382959e-01 9.935186e-01
## 1857 3.418299e-01 9.935186e-01
## 1858 4.456335e-01 9.935186e-01
## 1859 3.918088e-01 9.935186e-01
## 1860 4.111211e-01 9.935186e-01
## 1861 4.486354e-01 9.935186e-01
## 1862 3.960254e-01 9.935186e-01
## 1863 3.768762e-01 9.935186e-01
## 1864 4.343813e-01 9.935186e-01
## 1865 4.547544e-01 9.935186e-01
## 1866 4.408786e-01 9.935186e-01
## 1867 4.467407e-01 9.935186e-01
## 1868 4.441070e-01 9.935186e-01
## 1869 4.540080e-01 9.935186e-01
## 1870 4.236304e-01 9.935186e-01
## 1871 4.495300e-01 9.935186e-01
## 1872 4.094218e-01 9.935186e-01
## 1873 3.554080e-01 9.935186e-01
## 1874 4.383523e-01 9.935186e-01
## 1875 4.599246e-01 9.935186e-01
## 1876 4.554912e-01 9.935186e-01
## 1877 4.171527e-01 9.935186e-01
## 1878 4.597930e-01 9.935186e-01
## 1879 4.027479e-01 9.935186e-01
## 1880 4.082114e-01 9.935186e-01
## 1881 3.503464e-01 9.935186e-01
## 1882 4.387719e-01 9.935186e-01
## 1883 4.627221e-01 9.935186e-01
## 1884 4.565850e-01 9.935186e-01
## 1885 4.633725e-01 9.935186e-01
## 1886 3.724752e-01 9.935186e-01
## 1887 4.572775e-01 9.935186e-01
## 1888 3.894445e-01 9.935186e-01
## 1889 3.660605e-01 9.935186e-01
## 1890 4.547372e-01 9.935186e-01
## 1891 4.651757e-01 9.935186e-01
## 1892 3.117283e-01 9.935186e-01
## 1893 4.654401e-01 9.935186e-01
## 1894 4.660796e-01 9.935186e-01
## 1895 4.600084e-01 9.935186e-01
## 1896 4.575120e-01 9.935186e-01
## 1897 4.033426e-01 9.935186e-01
## 1898 4.558178e-01 9.935186e-01
## 1899 4.605052e-01 9.935186e-01
## 1900 3.911360e-01 9.935186e-01
## 1901 3.639771e-01 9.935186e-01
## 1902 3.656876e-01 9.935186e-01
## 1903 4.677657e-01 9.935186e-01
## 1904 4.566023e-01 9.935186e-01
## 1905 4.351893e-01 9.935186e-01
## 1906 4.436438e-01 9.935186e-01
## 1907 3.637358e-01 9.935186e-01
## 1908 3.887924e-01 9.935186e-01
## 1909 4.692334e-01 9.935186e-01
## 1910 3.910329e-01 9.935186e-01
## 1911 4.420398e-01 9.935186e-01
## 1912 4.346250e-01 9.935186e-01
## 1913 4.199232e-01 9.935186e-01
## 1914 4.072535e-01 9.935186e-01
## 1915 4.638105e-01 9.935186e-01
## 1916 4.680733e-01 9.935186e-01
## 1917 3.639513e-01 9.935186e-01
## 1918 4.305175e-01 9.935186e-01
## 1919 4.120293e-01 9.935186e-01
## 1920 4.335721e-01 9.935186e-01
## 1921 4.447757e-01 9.935186e-01
## 1922 4.721628e-01 9.935186e-01
## 1923 4.727954e-01 9.935186e-01
## 1924 4.227525e-01 9.935186e-01
## 1925 4.730498e-01 9.935186e-01
## 1926 4.489091e-01 9.935186e-01
## 1927 3.834067e-01 9.935186e-01
## 1928 4.735876e-01 9.935186e-01
## 1929 3.619188e-01 9.935186e-01
## 1930 4.107088e-01 9.935186e-01
## 1931 3.409753e-01 9.935186e-01
## 1932 4.719734e-01 9.935186e-01
## 1933 4.713212e-01 9.935186e-01
## 1934 4.309917e-01 9.935186e-01
## 1935 4.735269e-01 9.935186e-01
## 1936 4.590466e-01 9.935186e-01
## 1937 4.706217e-01 9.935186e-01
## 1938 4.036361e-01 9.935186e-01
## 1939 4.407594e-01 9.935186e-01
## 1940 3.865307e-01 9.935186e-01
## 1941 4.778901e-01 9.935186e-01
## 1942 4.011271e-01 9.935186e-01
## 1943 4.234464e-01 9.935186e-01
## 1944 4.681288e-01 9.935186e-01
## 1945 4.786805e-01 9.935186e-01
## 1946 4.280392e-01 9.935186e-01
## 1947 4.773841e-01 9.935186e-01
## 1948 4.755735e-01 9.935186e-01
## 1949 4.757643e-01 9.935186e-01
## 1950 4.782938e-01 9.935186e-01
## 1951 4.373196e-01 9.935186e-01
## 1952 4.695915e-01 9.935186e-01
## 1953 4.788215e-01 9.935186e-01
## 1954 4.763830e-01 9.935186e-01
## 1955 4.605426e-01 9.935186e-01
## 1956 4.621400e-01 9.935186e-01
## 1957 4.523027e-01 9.935186e-01
## 1958 4.600650e-01 9.935186e-01
## 1959 4.732301e-01 9.935186e-01
## 1960 4.278179e-01 9.935186e-01
## 1961 4.230463e-01 9.935186e-01
## 1962 4.776738e-01 9.935186e-01
## 1963 3.887952e-01 9.935186e-01
## 1964 4.242428e-01 9.935186e-01
## 1965 4.827435e-01 9.935186e-01
## 1966 4.156566e-01 9.935186e-01
## 1967 4.487259e-01 9.935186e-01
## 1968 4.534616e-01 9.935186e-01
## 1969 4.841149e-01 9.935186e-01
## 1970 4.572333e-01 9.935186e-01
## 1971 4.729896e-01 9.935186e-01
## 1972 3.770327e-01 9.935186e-01
## 1973 4.828720e-01 9.935186e-01
## 1974 4.425319e-01 9.935186e-01
## 1975 3.630156e-01 9.935186e-01
## 1976 4.710105e-01 9.935186e-01
## 1977 4.349082e-01 9.935186e-01
## 1978 4.132950e-01 9.935186e-01
## 1979 4.154527e-01 9.935186e-01
## 1980 4.813229e-01 9.935186e-01
## 1981 4.869918e-01 9.935186e-01
## 1982 4.089686e-01 9.935186e-01
## 1983 4.699497e-01 9.935186e-01
## 1984 4.431286e-01 9.935186e-01
## 1985 3.636469e-01 9.935186e-01
## 1986 3.695138e-01 9.935186e-01
## 1987 4.845173e-01 9.935186e-01
## 1988 4.415300e-01 9.935186e-01
## 1989 4.901968e-01 9.935186e-01
## 1990 4.311902e-01 9.935186e-01
## 1991 4.842377e-01 9.935186e-01
## 1992 4.472407e-01 9.935186e-01
## 1993 4.411159e-01 9.935186e-01
## 1994 4.741596e-01 9.935186e-01
## 1995 4.692220e-01 9.935186e-01
## 1996 4.408377e-01 9.935186e-01
## 1997 4.662583e-01 9.935186e-01
## 1998 4.825250e-01 9.935186e-01
## 1999 4.593903e-01 9.935186e-01
## 2000 4.869943e-01 9.935186e-01
## 2001 4.410817e-01 9.935186e-01
## 2002 4.581610e-01 9.935186e-01
## 2003 4.807350e-01 9.935186e-01
## 2004 4.387031e-01 9.935186e-01
## 2005 4.949941e-01 9.935186e-01
## 2006 4.943466e-01 9.935186e-01
## 2007 4.789545e-01 9.935186e-01
## 2008 4.460649e-01 9.935186e-01
## 2009 3.735348e-01 9.935186e-01
## 2010 4.299013e-01 9.935186e-01
## 2011 4.604348e-01 9.935186e-01
## 2012 4.910326e-01 9.935186e-01
## 2013 4.891918e-01 9.935186e-01
## 2014 4.702746e-01 9.935186e-01
## 2015 4.980496e-01 9.935186e-01
## 2016 4.968040e-01 9.935186e-01
## 2017 4.444995e-01 9.935186e-01
## 2018 4.989630e-01 9.935186e-01
## 2019 4.315311e-01 9.935186e-01
## 2020 4.975441e-01 9.935186e-01
## 2021 4.665713e-01 9.935186e-01
## 2022 3.914257e-01 9.935186e-01
## 2023 4.256212e-01 9.935186e-01
## 2024 4.968839e-01 9.935186e-01
## 2025 5.002954e-01 9.935186e-01
## 2026 4.861174e-01 9.935186e-01
## 2027 4.996032e-01 9.935186e-01
## 2028 4.970472e-01 9.935186e-01
## 2029 4.900296e-01 9.935186e-01
## 2030 4.741164e-01 9.935186e-01
## 2031 4.511890e-01 9.935186e-01
## 2032 4.776737e-01 9.935186e-01
## 2033 4.715914e-01 9.935186e-01
## 2034 4.950914e-01 9.935186e-01
## 2035 4.564101e-01 9.935186e-01
## 2036 5.035747e-01 9.935186e-01
## 2037 4.998025e-01 9.935186e-01
## 2038 5.042714e-01 9.935186e-01
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## 2040 5.000236e-01 9.935186e-01
## 2041 3.871425e-01 9.935186e-01
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## 2045 4.938062e-01 9.935186e-01
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## 7821 5.104527e-03 9.731084e-02
## 7822 4.223538e-05 2.301242e-03
## 7823 4.626614e-04 1.564673e-02
## 7824 2.999448e-05 1.693070e-03
## 7825 3.507902e-04 1.280140e-02
## 7826 1.290213e-03 3.454953e-02
## 7827 1.125969e-03 3.169393e-02
## 7828 6.869975e-05 3.433237e-03
## 7829 1.621192e-07 2.231556e-05
## 7830 1.024960e-04 4.675486e-03
## 7831 2.786471e-04 1.071699e-02
## 7832 1.924121e-03 4.709649e-02
## 7833 7.818271e-04 2.341304e-02
## 7834 8.154308e-04 2.414291e-02
## 7835 9.339398e-05 4.335912e-03
## 7836 1.516303e-03 3.875216e-02
## 7837 1.762958e-05 1.106573e-03
## 7838 6.545750e-04 2.014037e-02
## 7839 8.860749e-05 4.138181e-03
## 7840 1.828376e-06 1.687699e-04
## 7841 1.461672e-05 9.248614e-04
## 7842 5.360444e-04 1.732785e-02
## 7843 2.353863e-05 1.378425e-03
## 7844 9.041685e-06 6.063339e-04
## 7845 2.077525e-05 1.262281e-03
## 7846 1.265481e-03 3.437027e-02
## 7847 1.284321e-03 3.454953e-02
## 7848 1.431169e-03 3.693735e-02
## 7849 3.118854e-04 1.154270e-02
## 7850 2.386693e-05 1.387111e-03
## 7851 2.507042e-04 1.017772e-02
## 7852 6.083936e-06 4.461174e-04
## 7853 6.488974e-06 4.670871e-04
## 7854 NA NA
## 7855 NA NA
## 7856 NA NA
## 7857 NA NA
## 7858 NA NA# check if there is any NA row
results_df[is.na(results_df$entrez_id),]## gene_symbol entrez_id baseMean log2FoldChange lfcSE pvalue
## 6 Epb4.2 <NA> 14.872729 6.5129006542 1.35059539 1.122746e-07
## 19 March8 <NA> 10.859896 6.0542009047 1.38750817 9.120012e-07
## 46 1300017J02Rik <NA> 7.185365 5.2262005564 1.73657826 2.249342e-05
## 49 Fam46c <NA> 16.869646 5.0425776344 1.25384587 3.831460e-06
## 67 Fam109b <NA> 4.676949 3.7347939576 2.37126346 2.534912e-04
## 93 St5 <NA> 13.837978 3.1271132018 1.02304970 2.797773e-05
## 104 BC100530 <NA> 8.874560 2.7303604304 2.55774229 7.545523e-04
## 105 Wapal <NA> 14.315817 2.7147053978 0.84358515 1.892030e-05
## 130 Sept8 <NA> 7.176943 2.1742361976 1.81441065 6.578999e-04
## 138 Gm5483 <NA> 6.368555 2.0271890034 2.34441127 1.427228e-03
## 161 Epb4.1 <NA> 52.622346 1.3981055052 0.54645615 1.310881e-05
## 177 Ppap2a <NA> 5.504249 0.9902280764 1.49493911 3.345752e-03
## 183 H2-Ea-ps <NA> 34.589727 0.9297087323 0.99960385 1.118295e-03
## 200 March2 <NA> 53.802013 0.8052119834 0.63608075 3.631890e-04
## 263 Gnb2l1 <NA> 1643.508617 0.4543480303 0.10024130 9.790741e-07
## 318 BC117090 <NA> 2.842725 0.3663795344 1.21210345 2.534155e-02
## 344 Fam213a <NA> 28.834471 0.3354788697 0.48276441 5.272606e-03
## 348 2410015M20Rik <NA> 85.784966 0.3263753912 0.23038543 4.442377e-03
## 350 Hn1l <NA> 39.064207 0.3242871966 0.36291184 4.591354e-03
## 370 1110001J03Rik <NA> 41.566206 0.2989818459 0.28829709 5.961871e-03
## 423 Tceb2 <NA> 256.180195 0.2482123921 0.19792014 1.218870e-02
## 453 Ppp2r4 <NA> 111.721214 0.2220370175 0.19866616 1.796551e-02
## 496 H2afz <NA> 219.186996 0.1937668909 0.21755303 2.699289e-02
## 522 5730508B09Rik <NA> 10.334297 0.1826733443 0.41510193 2.385304e-02
## 554 D17Wsu92e <NA> 54.047255 0.1644854949 0.21006702 4.085103e-02
## 581 H2afx <NA> 263.543704 0.1556642679 0.21762252 4.352986e-02
## 593 0610011F06Rik <NA> 24.115132 0.1520335980 0.24225107 3.844208e-02
## 661 2810428I15Rik <NA> 60.485240 0.1354704990 0.19526733 6.493539e-02
## 662 Mpp6 <NA> 17.289884 0.1345806517 0.25645267 4.552055e-02
## 684 1190002F15Rik <NA> 47.991762 0.1303891805 0.21812403 5.913335e-02
## 704 2810417H13Rik <NA> 110.806463 0.1266729301 0.22323661 5.974879e-02
## 719 Sgol1 <NA> 17.271194 0.1240423056 0.26144129 5.243420e-02
## 760 D1Ertd622e <NA> 24.960817 0.1142409094 0.20964826 7.799965e-02
## 770 Fam173a <NA> 50.868533 0.1113074088 0.18339719 9.779521e-02
## 782 Stra13 <NA> 60.129622 0.1088592336 0.18330102 1.017166e-01
## 812 Sep15 <NA> 145.057566 0.1031931645 0.15514906 1.038661e-01
## 818 Ccdc23 <NA> 47.544108 0.1022556673 0.17948748 1.148182e-01
## 848 Hdgfrp2 <NA> 48.543435 0.0984389962 0.17454120 1.242310e-01
## 887 Ddx39 <NA> 114.982421 0.0932568395 0.15525293 1.306509e-01
## 894 Deb1 <NA> 22.772707 0.0926973074 0.19662923 1.178015e-01
## 974 Nhp2l1 <NA> 38.900568 0.0836962938 0.17115058 1.629014e-01
## 987 Fam96a <NA> 134.387704 0.0824289158 0.14858614 1.602132e-01
## 1017 Rab1 <NA> 43.869156 0.0787987461 0.16606722 1.812887e-01
## 1043 1500012F01Rik <NA> 138.627527 0.0765845714 0.14854440 1.845721e-01
## 1046 Sept7 <NA> 134.821213 0.0762007587 0.15435508 1.910954e-01
## 1058 Fdx1l <NA> 27.602647 0.0749988130 0.17351059 1.876533e-01
## 1065 Tmem173 <NA> 36.602002 0.0742041334 0.16899179 1.952985e-01
## 1071 Pqlc1 <NA> 20.963939 0.0736218250 0.18460282 1.768761e-01
## 1094 Hist1h4i <NA> 6.981905 0.0719503246 0.25141274 1.396460e-01
## 1150 Tmem55b <NA> 29.756957 0.0682497908 0.16990047 2.168422e-01
## 1180 Ccdc94 <NA> 19.950548 0.0664146156 0.17603252 2.150142e-01
## 1188 Gm10094 <NA> 16.791802 0.0660958645 0.18308909 2.048884e-01
## 1260 Fgfr1op <NA> 21.959445 0.0613553657 0.17030715 2.462743e-01
## 1299 Diap3 <NA> 16.438426 0.0589992897 0.18334715 2.344815e-01
## 1332 Ccrn4l <NA> 6.822359 0.0572964008 0.21882812 2.059730e-01
## 1340 Hrsp12 <NA> 10.148568 0.0568264689 0.19321771 2.301617e-01
## 1402 Pla2g16 <NA> 6.493707 0.0540184760 0.25001762 2.163243e-01
## 1409 Gm4737 <NA> 17.621523 0.0539058040 0.17054839 2.847778e-01
## 1420 Ngfrap1 <NA> 45.358012 0.0535085336 0.15383729 3.120609e-01
## 1475 C330006A16Rik <NA> 17.118247 0.0511068013 0.16924211 3.042738e-01
## 1574 Znrd1 <NA> 61.673924 0.0469527546 0.13390702 3.584820e-01
## 1578 Slmo2 <NA> 51.675606 0.0467435091 0.13604707 3.627943e-01
## 1586 Usmg5 <NA> 227.517326 0.0463345509 0.11041396 3.007047e-01
## 1611 Casc5 <NA> 15.940459 0.0453987007 0.17029198 3.410800e-01
## 1626 Atp5f1 <NA> 135.906702 0.0448768718 0.11289037 3.261125e-01
## 1643 Gm1821 <NA> 197.373180 0.0440427548 0.10916447 3.203985e-01
## 1652 Tmem55a <NA> 15.787616 0.0435598944 0.17389864 3.469948e-01
## 1655 3110002H16Rik <NA> 15.808107 0.0435215806 0.16824192 3.600435e-01
## 1683 Narfl <NA> 12.797705 0.0428545111 0.17156291 3.577940e-01
## 1700 Sept2 <NA> 57.999587 0.0425211011 0.13034214 3.958902e-01
## 1729 Apitd1 <NA> 57.603362 0.0415430131 0.14677594 4.119172e-01
## 1777 Vwa9 <NA> 30.719877 0.0400688238 0.14881602 4.241543e-01
## 1781 Skp1a <NA> 164.456711 0.0399659306 0.11518599 3.891740e-01
## 1814 D19Bwg1357e <NA> 30.933617 0.0391584237 0.14603975 4.351454e-01
## 1815 Mut <NA> 19.275318 0.0391452376 0.15706666 4.212777e-01
## 1855 Gsg2 <NA> 10.465492 0.0376214717 0.17495645 3.952325e-01
## 1881 Fam26f <NA> 4.484011 0.0367098896 0.23253262 3.503464e-01
## 1899 Wash1 <NA> 23.269707 0.0362980718 0.14970995 4.605052e-01
## 1928 Fam134a <NA> 35.736695 0.0356638740 0.13760305 4.735876e-01
## 1953 March5 <NA> 51.392310 0.0351032740 0.13447684 4.788215e-01
## 1961 Tmem194 <NA> 10.792071 0.0348855720 0.17445722 4.230463e-01
## 1965 Epb4.1l4aos <NA> 35.093047 0.0348410903 0.13944142 4.827435e-01
## 1987 2700094K13Rik <NA> 141.403000 0.0342260247 0.12880868 4.845173e-01
## 2011 N6amt2 <NA> 13.461778 0.0335066801 0.16487946 4.604348e-01
## 2025 Rqcd1 <NA> 35.867484 0.0331941307 0.14250586 5.002954e-01
## 2026 C330027C09Rik <NA> 24.893605 0.0331862721 0.15463788 4.861174e-01
## 2029 1110004E09Rik <NA> 19.618642 0.0331469187 0.15259946 4.900296e-01
## 2030 Ppap2c <NA> 16.282601 0.0331267367 0.16079998 4.741164e-01
## 2060 Ccdc101 <NA> 20.283183 0.0325053954 0.15145604 4.989505e-01
## 2063 Setd8 <NA> 51.186588 0.0324398630 0.12789301 5.050071e-01
## 2116 Sept11 <NA> 20.269506 0.0311973378 0.15242123 5.123304e-01
## 2185 Fam64a <NA> 34.145283 0.0294767917 0.16430269 5.074201e-01
## 2221 Ssfa2 <NA> 9.796925 0.0286538446 0.17353785 4.950952e-01
## 2242 Gm15800 <NA> 11.992085 0.0282291593 0.17010051 5.084652e-01
## 2253 Mfsd4 <NA> 9.779117 0.0281116333 0.19606192 4.646619e-01
## 2293 Sgol2a <NA> 8.964843 0.0272847793 0.17359451 5.121802e-01
## 2337 H2afj <NA> 33.771552 0.0263150551 0.13661985 5.865430e-01
## 2377 2700029M09Rik <NA> 55.973852 0.0255205749 0.12257674 5.898422e-01
## 2388 E130012A19Rik <NA> 6.486579 0.0252279911 0.18585468 5.162308e-01
## 2407 Zak <NA> 13.627933 0.0248972231 0.15825796 5.795253e-01
## 2454 2700060E02Rik <NA> 80.071059 0.0240214452 0.10970389 5.897545e-01
## 2492 Fam101b <NA> 13.706220 0.0232880542 0.19439910 5.339216e-01
## 2535 Prkrir <NA> 30.253186 0.0224578513 0.13507766 6.393409e-01
## 2548 Ctage5 <NA> 45.081429 0.0222530895 0.12712854 6.402239e-01
## 2549 Wbp5 <NA> 56.985333 0.0222439370 0.12062185 6.347708e-01
## 2554 1110008F13Rik <NA> 105.584999 0.0221347093 0.10218306 6.007946e-01
## 2567 1810026J23Rik <NA> 25.083898 0.0218541214 0.14085070 6.458721e-01
## 2591 Papd7 <NA> 8.977372 0.0214161328 0.16764185 6.073690e-01
## 2597 D10Jhu81e <NA> 42.854914 0.0213229786 0.12727911 6.538077e-01
## 2612 Hiatl1 <NA> 21.940503 0.0210796985 0.14317431 6.552444e-01
## 2619 Cramp1l <NA> 9.978265 0.0209425151 0.16427293 6.220868e-01
## 2641 E130309D02Rik <NA> 29.421675 0.0205618181 0.13532226 6.664485e-01
## 2650 Hn1 <NA> 141.046312 0.0204299478 0.09185609 5.969279e-01
## 2690 Mars <NA> 37.573617 0.0197217923 0.12868888 6.780313e-01
## 2692 Tssc1 <NA> 25.599190 0.0196532065 0.13830533 6.788937e-01
## 2723 Gltscr2 <NA> 179.305781 0.0190604439 0.08555757 5.979141e-01
## 2728 Whsc1 <NA> 41.824706 0.0190011357 0.13501240 6.894161e-01
## 2809 Mum1 <NA> 16.623246 0.0176683977 0.14949861 6.989848e-01
## 2812 Tmem261 <NA> 55.023668 0.0176064045 0.11469922 6.991319e-01
## 2840 0610007P14Rik <NA> 31.914267 0.0172164791 0.13288860 7.164466e-01
## 2847 Dpm1-adnp <NA> 32.912281 0.0171517826 0.13110245 7.173472e-01
## 2870 Asna1 <NA> 48.846376 0.0167428741 0.12082733 7.190581e-01
## 2876 AU019823 <NA> 19.273730 0.0166376479 0.14551982 7.192862e-01
## 2878 Fam188a <NA> 11.135548 0.0166010793 0.15998605 6.986638e-01
## 2923 Fam212a <NA> 62.638479 0.0158780526 0.11234712 7.242851e-01
## 2943 Kdelc1 <NA> 13.460254 0.0155470755 0.15497895 7.244132e-01
## 2946 Shfm1 <NA> 415.827111 0.0155068178 0.07954246 6.467772e-01
## 2966 Minos1 <NA> 41.202588 0.0151990359 0.12384819 7.454257e-01
## 2977 Tsta3 <NA> 33.735727 0.0150912184 0.12904213 7.489801e-01
## 2979 Carkd <NA> 25.261022 0.0150606757 0.13713618 7.489965e-01
## 2983 Ict1 <NA> 34.057074 0.0150286393 0.12890174 7.499357e-01
## 2999 Fam49b <NA> 63.815836 0.0147471868 0.10996461 7.400776e-01
## 3007 2410016O06Rik <NA> 16.463074 0.0146251486 0.14943126 7.468359e-01
## 3056 Ddx26b <NA> 9.649800 0.0137833738 0.16346097 7.394211e-01
## 3090 5031414D18Rik <NA> 7.640958 0.0132763024 0.17368015 7.309727e-01
## 3131 4930427A07Rik <NA> 28.563991 0.0126693739 0.14084021 7.854008e-01
## 3134 Vprbp <NA> 24.426654 0.0126115038 0.13829685 7.874561e-01
## 3223 Fam129a <NA> 16.300161 0.0111492575 0.15117490 8.022798e-01
## 3260 Ankrd32 <NA> 10.133200 0.0105130746 0.16038055 8.019962e-01
## 3269 Hist1h1c <NA> 9.806546 0.0104158027 0.16229622 8.010809e-01
## 3320 Wbscr16 <NA> 12.797559 0.0098385600 0.15438534 8.213786e-01
## 3324 Selk <NA> 59.834229 0.0098201080 0.11057912 8.253734e-01
## 3376 Wdr8 <NA> 16.780258 0.0091129052 0.14738489 8.401940e-01
## 3400 Cpsf3l <NA> 39.884927 0.0086678910 0.12141139 8.514125e-01
## 3420 D2Wsu81e <NA> 20.774171 0.0083747923 0.14212079 8.556835e-01
## 3490 Selo <NA> 10.636679 0.0072554170 0.15853185 8.633974e-01
## 3526 Aaed1 <NA> 10.304677 0.0069041374 0.16214381 8.664364e-01
## 3537 Ccdc132 <NA> 13.625838 0.0068071942 0.15202617 8.769475e-01
## 3566 Synj2bp-cox16 <NA> 13.282933 0.0065255713 0.15443332 8.802161e-01
## 3577 D8Ertd82e <NA> 7.655748 0.0064892312 0.17348647 8.638276e-01
## 3602 Papd4 <NA> 18.950861 0.0061997558 0.14399658 8.919526e-01
## 3622 2610001J05Rik <NA> 21.264468 0.0060136594 0.14048807 8.963010e-01
## 3640 Xrcc6bp1 <NA> 13.624561 0.0058361497 0.15643561 8.912656e-01
## 3641 Adprhl2 <NA> 23.595606 0.0058003199 0.13779250 9.005465e-01
## 3697 Utp11l <NA> 43.884918 0.0049299901 0.11832073 9.142881e-01
## 3742 BC017158 <NA> 11.804973 0.0039290284 0.15540412 9.270199e-01
## 3758 Peo1 <NA> 10.142732 0.0038680034 0.15953084 9.260382e-01
## 3784 Cecr5 <NA> 16.451190 0.0037750530 0.14714670 9.330789e-01
## 3785 2010012O05Rik <NA> 9.129875 0.0037733384 0.16360101 9.256141e-01
## 3835 Fam21 <NA> 24.776130 0.0035070970 0.13675077 9.397880e-01
## 3852 Wbscr22 <NA> 28.756861 0.0034093291 0.13141622 9.417436e-01
## 3858 1810032O08Rik <NA> 20.466131 0.0033623990 0.14516205 9.408729e-01
## 3865 Zcchc6 <NA> 32.760193 0.0032603151 0.13358295 9.442240e-01
## 3875 Gm561 <NA> 27.782267 0.0031466095 0.13630982 9.459957e-01
## 3887 2310036O22Rik <NA> 177.867035 0.0030447075 0.07658408 9.271715e-01
## 3890 H2afy <NA> 401.620641 0.0029553378 0.07268987 9.256086e-01
## 3902 H2afv <NA> 83.288461 0.0027288084 0.12743849 9.532883e-01
## 3906 H1fx <NA> 9.441325 0.0024745531 0.17773590 9.462013e-01
## 3910 Sepw1 <NA> 169.180194 0.0022141337 0.08853038 9.535450e-01
## 3912 2010107E04Rik <NA> 405.190824 0.0021160087 0.07428993 9.478587e-01
## 3954 Tceb3 <NA> 21.607683 0.0012276704 0.13941766 9.787745e-01
## 3959 Sssca1 <NA> 28.937262 0.0011957883 0.13433277 9.795030e-01
## 4041 Gltscr1l <NA> 10.641028 0.0007949170 0.15842878 9.848728e-01
## 4080 1190002N15Rik <NA> 11.617836 0.0006481105 0.16079268 9.874491e-01
## 4084 A830080D01Rik <NA> 9.640060 0.0006194548 0.16042865 9.880365e-01
## 4122 Skiv2l2 <NA> 38.726369 -0.0002957514 0.12225381 9.948947e-01
## 4127 2310009A05Rik <NA> 34.045047 -0.0004362724 0.12950063 9.925333e-01
## 4141 Csrp2bp <NA> 28.742515 -0.0008337045 0.13208688 9.857302e-01
## 4153 Fam96b <NA> 53.827902 -0.0009885124 0.11446857 9.825410e-01
## 4180 D10Wsu102e <NA> 20.442685 -0.0013809778 0.14086357 9.760348e-01
## 4205 A230050P20Rik <NA> 13.147369 -0.0017631664 0.15874911 9.663876e-01
## 4207 C330007P06Rik <NA> 15.782501 -0.0017788679 0.14805414 9.682674e-01
## 4217 Tceb1 <NA> 67.613801 -0.0018968344 0.10565587 9.650618e-01
## 4220 1700021F05Rik <NA> 14.449531 -0.0019108484 0.15052122 9.654737e-01
## 4242 Taf4a <NA> 13.457313 -0.0020861674 0.15226928 9.619281e-01
## 4265 1200014J11Rik <NA> 11.463312 -0.0022856266 0.15616378 9.572359e-01
## 4269 Fopnl <NA> 35.564293 -0.0023070084 0.12673901 9.604732e-01
## 4273 Mettl13 <NA> 11.477957 -0.0023496543 0.15731857 9.556867e-01
## 4275 Myeov2 <NA> 140.391805 -0.0023577238 0.08830305 9.504272e-01
## 4288 Elmsan1 <NA> 10.476352 -0.0024585733 0.15872511 9.531695e-01
## 4298 LOC100504703 <NA> 10.129364 -0.0025131416 0.16011213 9.516442e-01
## 4352 l7Rn6 <NA> 42.675168 -0.0033393751 0.12203171 9.424048e-01
## 4368 9030624J02Rik <NA> 22.927889 -0.0035084478 0.13781083 9.396510e-01
## 4423 0610037L13Rik <NA> 17.282284 -0.0043524374 0.14670216 9.230615e-01
## 4427 Sdccag3 <NA> 31.095125 -0.0044417954 0.13107517 9.241878e-01
## 4442 Hiat1 <NA> 31.416191 -0.0046451443 0.12867045 9.206943e-01
## 4458 Asun <NA> 28.094128 -0.0048866319 0.13330112 9.165721e-01
## 4459 D230025D16Rik <NA> 13.961637 -0.0048935388 0.15130801 9.115284e-01
## 4462 Fam178a <NA> 13.952720 -0.0049189195 0.15168095 9.108835e-01
## 4481 BC003331 <NA> 12.288385 -0.0052103563 0.15582406 9.031838e-01
## 4571 Epb4.1l2 <NA> 47.677604 -0.0061821127 0.11638243 8.920118e-01
## 4572 Fam160b1 <NA> 18.130310 -0.0061904103 0.14842130 8.900653e-01
## 4592 Apopt1 <NA> 32.567480 -0.0065039309 0.12883810 8.892658e-01
## 4622 9430016H08Rik <NA> 17.440431 -0.0069749792 0.14591320 8.777425e-01
## 4640 Cirh1a <NA> 36.092308 -0.0073702978 0.12913303 8.747276e-01
## 4664 2810474O19Rik <NA> 23.947670 -0.0076135836 0.13995050 8.693256e-01
## 4671 Suv420h2 <NA> 25.917645 -0.0076551527 0.13537355 8.696912e-01
## 4683 Agpat6 <NA> 25.587828 -0.0077414889 0.13518330 8.682743e-01
## 4696 Hist3h2ba <NA> 7.804993 -0.0079274747 0.17422447 8.338596e-01
## 4701 BC023829 <NA> 13.453211 -0.0080051402 0.15260751 8.552928e-01
## 4706 Fam195b <NA> 54.997356 -0.0080461906 0.11172502 8.572195e-01
## 4731 2210013O21Rik <NA> 29.732972 -0.0084051080 0.13550029 8.571461e-01
## 4787 Fam69b <NA> 12.816793 -0.0092729253 0.17114653 8.106015e-01
## 4789 Qtrtd1 <NA> 9.149237 -0.0092977254 0.16353303 8.199467e-01
## 4803 Fam63b <NA> 17.608023 -0.0094479295 0.14651292 8.351137e-01
## 4806 Twistnb <NA> 17.955558 -0.0094630981 0.14608151 8.351499e-01
## 4826 March6 <NA> 25.765091 -0.0096783907 0.13641699 8.358480e-01
## 4841 Fam175b <NA> 16.616394 -0.0098881362 0.14774982 8.267537e-01
## 4926 Dgcr14 <NA> 13.625083 -0.0109957242 0.15268720 8.032601e-01
## 4950 2900097C17Rik <NA> 12.962153 -0.0111957960 0.15427058 7.979957e-01
## 4951 Gm17066 <NA> 11.644036 -0.0112202455 0.15854967 7.919864e-01
## 5002 E430025E21Rik <NA> 26.241727 -0.0118526957 0.13624171 8.003267e-01
## 5011 Fam73a <NA> 11.295632 -0.0119301111 0.15780714 7.806538e-01
## 5135 Ccdc53 <NA> 21.930013 -0.0133874171 0.14140893 7.735479e-01
## 5140 Fam134c <NA> 42.381213 -0.0134799522 0.12204048 7.720546e-01
## 5143 Rp2h <NA> 19.615848 -0.0135188811 0.14605741 7.680763e-01
## 5148 Prosc <NA> 14.118998 -0.0136227519 0.15310165 7.585847e-01
## 5152 1110008P14Rik <NA> 19.609250 -0.0137241992 0.14541442 7.653198e-01
## 5155 2310067B10Rik <NA> 14.118833 -0.0137504170 0.15276541 7.569245e-01
## 5196 Fam58b <NA> 19.608876 -0.0143117089 0.14411593 7.569732e-01
## 5239 AK010878 <NA> 11.461642 -0.0149226361 0.15852157 7.287877e-01
## 5256 Fam206a <NA> 11.464748 -0.0151143847 0.15827358 7.260432e-01
## 5287 Tmem206 <NA> 9.812236 -0.0155138861 0.16363935 7.095804e-01
## 5296 Col4a3bp <NA> 20.785393 -0.0156436489 0.14500638 7.352112e-01
## 5303 Gcn1l1 <NA> 32.429137 -0.0157205310 0.13385923 7.394059e-01
## 5304 8430419L09Rik <NA> 25.568478 -0.0157232020 0.14134831 7.367091e-01
## 5306 Fam103a1 <NA> 22.424633 -0.0157321266 0.14086181 7.368621e-01
## 5330 9130011E15Rik <NA> 9.463666 -0.0159267715 0.16438727 7.012208e-01
## 5336 1700020I14Rik <NA> 45.031946 -0.0159746306 0.12215985 7.321484e-01
## 5344 Impad1 <NA> 15.618658 -0.0160703773 0.15061551 7.223686e-01
## 5362 2610301B20Rik <NA> 8.802376 -0.0164083004 0.16615804 6.896828e-01
## 5369 BC027231 <NA> 8.813420 -0.0164547729 0.16629554 6.886334e-01
## 5385 Fam192a <NA> 44.375425 -0.0167158979 0.12093561 7.195675e-01
## 5391 0610009O20Rik <NA> 30.724547 -0.0168887918 0.13363962 7.214201e-01
## 5394 Rtfdc1 <NA> 116.294983 -0.0169393037 0.09339881 6.672204e-01
## 5404 Kif1bp <NA> 13.622155 -0.0170399880 0.15447413 7.014426e-01
## 5406 1110012L19Rik <NA> 13.293107 -0.0170477101 0.15551684 6.995913e-01
## 5412 Znf512b <NA> 12.302819 -0.0171586159 0.15878511 6.919873e-01
## 5433 Fam92a <NA> 18.436435 -0.0173081191 0.14728250 7.071601e-01
## 5469 Rnf219 <NA> 11.963889 -0.0178426931 0.15841018 6.818883e-01
## 5474 Pcnxl3 <NA> 16.791441 -0.0179103171 0.15037200 6.941227e-01
## 5481 BC029214 <NA> 11.960575 -0.0179686474 0.15841762 6.799014e-01
## 5509 Mpp5 <NA> 10.960660 -0.0184771476 0.16116944 6.664903e-01
## 5533 Whsc1l1 <NA> 32.229356 -0.0188385749 0.13127175 6.918456e-01
## 5541 Fam84b <NA> 16.800990 -0.0189003920 0.15975992 6.627923e-01
## 5552 Tmem57 <NA> 25.435072 -0.0190272201 0.13942143 6.876249e-01
## 5571 Tmem194b <NA> 14.780986 -0.0192228057 0.15347286 6.695356e-01
## 5596 2810403A07Rik <NA> 26.278445 -0.0195722455 0.14206516 6.779830e-01
## 5607 Tmem189 <NA> 28.592471 -0.0198196887 0.13663048 6.770078e-01
## 5610 Fam63a <NA> 13.783015 -0.0198750614 0.15563249 6.559981e-01
## 5627 1110037F02Rik <NA> 23.753094 -0.0201219604 0.14079666 6.707817e-01
## 5630 Mesdc2 <NA> 18.275975 -0.0202817331 0.14801548 6.617905e-01
## 5657 Ppap2b <NA> 42.438946 -0.0206156529 0.14609961 6.591558e-01
## 5708 Ccdc55 <NA> 16.277319 -0.0214035269 0.15165396 6.404336e-01
## 5717 BC037034 <NA> 21.132704 -0.0215265198 0.15388527 6.349485e-01
## 5739 Inadl <NA> 22.958580 -0.0218920363 0.16603718 6.040118e-01
## 5740 D15Ertd621e <NA> 14.960377 -0.0218926539 0.15471446 6.282144e-01
## 5754 Eftud1 <NA> 10.796192 -0.0220679373 0.16272180 6.090452e-01
## 5841 Oraov1 <NA> 13.292440 -0.0234290593 0.15790418 6.003123e-01
## 5843 Gbas <NA> 30.559998 -0.0234372912 0.13609966 6.255261e-01
## 5886 Ufd1l <NA> 26.086984 -0.0239411744 0.13962359 6.175017e-01
## 5901 2010111I01Rik <NA> 38.399896 -0.0241944946 0.13381808 6.151589e-01
## 5904 Mina <NA> 16.452792 -0.0242262142 0.15270253 5.993083e-01
## 5961 E330009J07Rik <NA> 7.812596 -0.0248802849 0.17418720 5.428397e-01
## 5970 Fam45a <NA> 10.963047 -0.0249617950 0.16437668 5.646971e-01
## 5975 Erbb2ip <NA> 49.156983 -0.0250204447 0.12813383 6.017796e-01
## 5992 Atp5sl <NA> 23.429812 -0.0253160160 0.14353506 5.964471e-01
## 6003 Fam179b <NA> 10.963485 -0.0254978337 0.16395517 5.585143e-01
## 6021 2210018M11Rik <NA> 10.632932 -0.0258284252 0.16494354 5.517622e-01
## 6033 2310047M10Rik <NA> 10.298702 -0.0259876261 0.16615089 5.467474e-01
## 6046 Fam132a <NA> 8.971726 -0.0261122666 0.17222877 5.306055e-01
## 6067 Ikbkap <NA> 12.800405 -0.0264791546 0.16154347 5.513254e-01
## 6069 Fam198a <NA> 8.639021 -0.0264837175 0.17382053 5.220721e-01
## 6078 AW549877 <NA> 19.449869 -0.0266225920 0.15141923 5.697932e-01
## 6080 Sepp1 <NA> 170.715497 -0.0266575075 0.12361208 5.752818e-01
## 6097 AI846148 <NA> 12.790504 -0.0268734037 0.16087263 5.478015e-01
## 6099 Zfp191 <NA> 20.435470 -0.0268940980 0.14845963 5.706134e-01
## 6121 C920025E04Rik <NA> 20.102323 -0.0273157058 0.15667784 5.513312e-01
## 6124 2310045N01Rik <NA> 30.233984 -0.0273495257 0.13943776 5.723811e-01
## 6125 Mettl10 <NA> 27.065791 -0.0273702875 0.14202827 5.708015e-01
## 6159 Marc2 <NA> 86.953304 -0.0279142066 0.11843290 5.505534e-01
## 6165 Adck4 <NA> 8.642215 -0.0279491304 0.17258362 5.060727e-01
## 6181 Pddc1 <NA> 30.223849 -0.0282395925 0.13849350 5.613189e-01
## 6183 A430078G23Rik <NA> 8.815140 -0.0283122973 0.17702065 4.916152e-01
## 6201 1500011K16Rik <NA> 18.616594 -0.0286256909 0.15522098 5.379220e-01
## 6207 1810022K09Rik <NA> 61.618565 -0.0287050509 0.12201430 5.454798e-01
## 6233 Tmem5 <NA> 17.444192 -0.0291890823 0.15394468 5.334488e-01
## 6248 Taz <NA> 32.078695 -0.0294822258 0.13744134 5.459197e-01
## 6286 Ndnl2 <NA> 17.120001 -0.0300175718 0.16140107 5.079164e-01
## 6298 1810043H04Rik <NA> 37.042181 -0.0302755623 0.13551897 5.360766e-01
## 6303 Selt <NA> 68.256965 -0.0303333843 0.11641186 5.135854e-01
## 6313 Obfc1 <NA> 12.606492 -0.0305321302 0.17144614 4.775342e-01
## 6338 Toporsos <NA> 30.595916 -0.0310559421 0.14247883 5.251167e-01
## 6340 Lrmp <NA> 390.583244 -0.0310889273 0.10828893 4.816245e-01
## 6396 Tctex1d2 <NA> 17.609465 -0.0320278790 0.15525609 4.978525e-01
## 6423 Clcn4-2 <NA> 18.603166 -0.0328841527 0.15911495 4.804970e-01
## 6427 Cd244 <NA> 35.593330 -0.0329594041 0.14440074 5.017815e-01
## 6443 Fam160b2 <NA> 12.458439 -0.0332144813 0.16625252 4.602277e-01
## 6492 Fam35a <NA> 9.634185 -0.0342306845 0.17373436 4.314467e-01
## 6500 Vimp <NA> 53.344766 -0.0343970658 0.13128118 4.848389e-01
## 6559 Pramef8 <NA> 8.637192 -0.0358233121 0.17881531 4.040947e-01
## 6563 Tmem180 <NA> 12.618189 -0.0359578393 0.16869967 4.259595e-01
## 6618 Mkl1 <NA> 19.776205 -0.0372293915 0.15704461 4.396638e-01
## 6620 Sept1 <NA> 189.480745 -0.0372686719 0.10725949 3.942891e-01
## 6679 1600002K03Rik <NA> 19.445189 -0.0389134934 0.15725076 4.231083e-01
## 6683 Gm11974 <NA> 36.119028 -0.0390102470 0.15594157 4.245482e-01
## 6694 Papd5 <NA> 21.610700 -0.0393060584 0.15501698 4.233257e-01
## 6712 Bre <NA> 45.836125 -0.0397328490 0.13443419 4.287663e-01
## 6732 Prmt10 <NA> 14.613008 -0.0402660568 0.16693561 3.900987e-01
## 6827 Fam134b <NA> 29.257993 -0.0432374061 0.15838917 3.827690e-01
## 6829 Rltpr <NA> 56.373957 -0.0432746363 0.14364421 3.972228e-01
## 6846 Fam208b <NA> 13.802987 -0.0440460495 0.17271366 3.458800e-01
## 6877 Fam208a <NA> 11.300274 -0.0451780893 0.17957264 3.228271e-01
## 6888 Ero1lb <NA> 10.955250 -0.0457771246 0.19028235 2.999676e-01
## 6889 Ldoc1l <NA> 9.465298 -0.0457910169 0.18599528 3.066007e-01
## 6891 Gm13157 <NA> 7.630748 -0.0459160477 0.19638832 2.909449e-01
## 6949 BC026585 <NA> 8.130538 -0.0484899680 0.19776311 2.719200e-01
## 6960 AI314180 <NA> 48.686144 -0.0488991245 0.13879848 3.466233e-01
## 6973 Diap1 <NA> 38.372065 -0.0493592646 0.14446409 3.454512e-01
## 6986 Mesdc1 <NA> 40.050273 -0.0499804464 0.14640971 3.406197e-01
## 7007 Smek2 <NA> 49.842657 -0.0508926335 0.13896878 3.304068e-01
## 7011 9030617O03Rik <NA> 8.802218 -0.0510068587 0.21868142 2.402454e-01
## 7033 Zufsp <NA> 13.131492 -0.0524416225 0.18164494 2.716277e-01
## 7050 Fbxo18 <NA> 21.254237 -0.0531769115 0.16409872 3.011133e-01
## 7063 2700081O15Rik <NA> 12.292277 -0.0537814166 0.18205594 2.633156e-01
## 7071 BC002163 <NA> 47.487107 -0.0540914349 0.14584560 3.100960e-01
## 7080 Athl1 <NA> 11.951208 -0.0544212583 0.18385054 2.566776e-01
## 7095 Sept9 <NA> 60.304775 -0.0551630227 0.13959101 2.981862e-01
## 7114 Smek1 <NA> 49.170518 -0.0564513589 0.14323648 2.922519e-01
## 7124 BC094916 <NA> 20.437100 -0.0570675457 0.19276994 2.295614e-01
## 7155 Wibg <NA> 73.443275 -0.0587422974 0.13728801 2.695040e-01
## 7163 Hmha1 <NA> 128.661201 -0.0592207540 0.14124429 2.715461e-01
## 7232 Apoa1bp <NA> 42.819556 -0.0632980426 0.15551157 2.525696e-01
## 7300 2310035C23Rik <NA> 14.126320 -0.0680036833 0.19312191 1.837089e-01
## 7310 Hist3h2a <NA> 24.238361 -0.0685254721 0.17268766 2.119009e-01
## 7318 Dscr3 <NA> 23.576937 -0.0692763594 0.17440035 2.065559e-01
## 7357 Gltscr1 <NA> 16.263373 -0.0733747244 0.20006706 1.586815e-01
## 7359 March7 <NA> 37.038244 -0.0737448856 0.16370231 2.010329e-01
## 7360 A230046K03Rik <NA> 25.587570 -0.0737970435 0.17516981 1.895540e-01
## 7479 Zcchc11 <NA> 42.356364 -0.0907456950 0.17315608 1.427316e-01
## 7486 Pyhin1 <NA> 24.762187 -0.0914935260 0.22006889 1.027266e-01
## 7493 Mum1l1 <NA> 7.121694 -0.0925943033 0.32622164 9.233231e-02
## 7503 Sept6 <NA> 69.605540 -0.0949196638 0.16415577 1.321396e-01
## 7506 BC017643 <NA> 105.024578 -0.0957367299 0.15781419 1.258609e-01
## 7531 Ric8 <NA> 38.235613 -0.1012087005 0.18963146 1.099970e-01
## 7537 4931429I11Rik <NA> 68.776238 -0.1028278127 0.18941530 1.075894e-01
## 7574 Agpat9 <NA> 40.165986 -0.1118425526 0.21479544 7.750070e-02
## 7575 Suv420h1 <NA> 22.926772 -0.1119891310 0.21354476 7.805429e-02
## 7594 Gm4759 <NA> 39.192016 -0.1198068674 0.20846180 7.315459e-02
## 7601 Tsc22d4 <NA> 130.918508 -0.1232164534 0.16890572 7.666230e-02
## 7618 Adrbk1 <NA> 265.712966 -0.1281071100 0.15367659 5.817462e-02
## 7642 D930015E06Rik <NA> 67.919594 -0.1389694978 0.19274449 6.212670e-02
## 7656 Aes <NA> 130.943663 -0.1487574724 0.22819989 4.374217e-02
## 7672 Mgea5 <NA> 49.826444 -0.1572301850 0.20781908 4.544776e-02
## 7690 Selm <NA> 67.940226 -0.1688734331 0.24564481 3.077287e-02
## 7715 Fam65a <NA> 28.724322 -0.2083118678 0.27199885 1.726801e-02
## 7783 Gm17296 <NA> 61.424601 -0.3690235014 0.26132337 2.566193e-03
## 7823 Fam65b <NA> 65.952846 -0.5364798173 0.34626721 4.626614e-04
## 7827 Epb4.1l4b <NA> 59.793484 -0.6382685342 0.67130000 1.125969e-03
## 7838 Fam129c <NA> 57.217062 -0.9345769086 0.86595198 6.545750e-04
## padj
## 6 1.631308e-05
## 19 9.540748e-05
## 46 1.336995e-03
## 49 3.067514e-04
## 67 1.017772e-02
## 93 1.602287e-03
## 104 2.277007e-02
## 105 1.168887e-03
## 130 2.016360e-02
## 138 3.693735e-02
## 161 8.361928e-04
## 177 7.056660e-02
## 183 3.167561e-02
## 200 1.313171e-02
## 263 1.010765e-04
## 318 3.082639e-01
## 344 9.968401e-02
## 348 8.713723e-02
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## 370 1.095476e-01
## 423 1.828826e-01
## 453 2.430300e-01
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## 522 2.956571e-01
## 554 4.273314e-01
## 581 4.417001e-01
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## 661 5.405315e-01
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## 7823 1.564673e-02
## 7827 3.169393e-02
## 7838 2.014037e-02# drop rows with NA value
results_df <- na.omit(results_df)ORA
Separate Significant Genes
# subset significant genes from results
sig_genes_df <- subset(results_df, results_df$padj <= 0.05)
# create a vector from entrez_id
sig_genes_vec <- sig_genes_df$entrez_id
head(sig_genes_vec)## [1] "104366" "20533" "14934" "12346" "11668" "27028"Separate Up- and Down-regulated Genes
# subset up-regulated genes from significants
up_genes_vec <- subset(sig_genes_df$entrez_id, sig_genes_df$log2FoldChange > 0 )
head(up_genes_vec)## [1] "104366" "20533" "14934" "12346" "11668" "27028"# subset down-regulated genes from significants
down_genes_vec <- subset(sig_genes_df$entrez_id, sig_genes_df$log2FoldChange < 0 )
head(down_genes_vec)## [1] "109154" "12518" "20586" "545030" "63986" "22364"Run enrichGO() for Each Gene Set
?enrichGO # see the documentation## starting httpd help server ... donedown_ora_GO_BP <- enrichGO(down_genes_vec,
OrgDb = org.Mm.eg.db,
ont = "BP",
universe = results_df$entrez_id,
keyType = "ENTREZID",
readable = TRUE)
# you have to simplify GO terms. It is important.
down_ora_GO_BP <- clusterProfiler::simplify(down_ora_GO_BP, cutoff=0.7, by="p.adjust", select_fun=min)
down_ora_GO_BP## #
## # over-representation test
## #
## #...@organism Mus musculus
## #...@ontology BP
## #...@keytype ENTREZID
## #...@gene chr [1:51] "109154" "12518" "20586" "545030" "63986" "22364" "23917" ...
## #...pvalues adjusted by 'BH' with cutoff <0.05
## #...4 enriched terms found
## 'data.frame': 4 obs. of 9 variables:
## $ ID : chr "GO:0045321" "GO:0042100" "GO:0050853" "GO:0032943"
## $ Description: chr "leukocyte activation" "B cell proliferation" "B cell receptor signaling pathway" "mononuclear cell proliferation"
## $ GeneRatio : chr "14/50" "5/50" "4/50" "7/50"
## $ BgRatio : chr "475/7245" "59/7245" "37/7245" "163/7245"
## $ pvalue : num 2.35e-06 4.83e-05 1.12e-04 1.14e-04
## $ p.adjust : num 0.00349 0.0239 0.02811 0.02811
## $ qvalue : num 0.00319 0.02182 0.02567 0.02567
## $ geneID : chr "Cd79a/Wdfy4/Impdh1/Il16/Slamf7/Ccnd3/Bst1/Cdkn2a/Igll1/Cplx2/Vpreb1/Tmem98/Thy1/Blk" "Cd79a/Bst1/Cdkn2a/Vpreb1/Blk" "Cd79a/Klhl6/Igll1/Blk" "Cd79a/Impdh1/Ccnd3/Bst1/Cdkn2a/Vpreb1/Blk"
## $ Count : int 14 5 4 7
## #...Citation
## T Wu, E Hu, S Xu, M Chen, P Guo, Z Dai, T Feng, L Zhou, W Tang, L Zhan, X Fu, S Liu, X Bo, and G Yu.
## clusterProfiler 4.0: A universal enrichment tool for interpreting omics data.
## The Innovation. 2021, 2(3):100141up_ora_GO_BP <- enrichGO(up_genes_vec,
OrgDb = org.Mm.eg.db,
ont = "BP",
universe = results_df$entrez_id,
keyType = "ENTREZID",
readable = TRUE)
# you have to simplify GO terms. It is important.
up_ora_GO_BP <- clusterProfiler::simplify(up_ora_GO_BP, cutoff=0.7, by="p.adjust", select_fun=min)Run compareCluster()
If you want to perform analysis for more than a group of data, you can use compareCluster().
# make a list from entrez ids of up- and down-regulated genes
gene_clusters <- list(up_regulated = up_genes_vec, down_regulated = down_genes_vec)
?compareCluster # see the documentation
clustered_ora_GO_BP <- compareCluster(gene_clusters,
fun= enrichGO,
OrgDb = org.Mm.eg.db,
ont = "BP",
universe = results_df$entrez_id,
keyType = "ENTREZID",
readable = TRUE)
clustered_ora_GO_BP <- clusterProfiler::simplify(clustered_ora_GO_BP, cutoff=0.7, by="p.adjust", select_fun=min) # simplify the GO terms
clustered_ora_GO_BP## #
## # Result of Comparing 2 gene clusters
## #
## #.. @fun enrichGO
## #.. @geneClusters List of 2
## $ up_regulated : chr [1:256] "104366" "20533" "14934" "12346" ...
## $ down_regulated: chr [1:51] "109154" "12518" "20586" "545030" ...
## #...Result 'data.frame': 50 obs. of 10 variables:
## $ Cluster : Factor w/ 2 levels "up_regulated",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ ID : chr "GO:0043043" "GO:0006778" "GO:0006779" "GO:0033014" ...
## $ Description: chr "peptide biosynthetic process" "porphyrin-containing compound metabolic process" "porphyrin-containing compound biosynthetic process" "tetrapyrrole biosynthetic process" ...
## $ GeneRatio : chr "56/249" "16/249" "14/249" "14/249" ...
## $ BgRatio : chr "470/7245" "34/7245" "27/7245" "27/7245" ...
## $ pvalue : num 3.73e-17 2.98e-15 3.01e-14 3.01e-14 1.17e-13 ...
## $ p.adjust : num 1.03e-13 2.76e-12 1.19e-11 1.19e-11 3.75e-11 ...
## $ qvalue : num 9.33e-14 2.49e-12 1.08e-11 1.08e-11 3.38e-11 ...
## $ geneID : chr "Hbb-b1/Fech/Ppp1r15a/Gclm/S100a9/Hagh/Rps28/Rpl36/Rps18/Rps2/Rpl14/Rpsa/Rplp1/Rplp0/Rpl10a/Rps29/Rps12/Rpl4/Rpl"| __truncated__ "Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Blvrb/Urod/Atpif1/Cpox/Hebp1/Slc25a39/Tmem14c" "Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c" "Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c" ...
## $ Count : int 56 16 14 14 25 24 13 9 13 8 ...
## #.. number of enriched terms found for each gene cluster:
## #.. up_regulated: 46
## #.. down_regulated: 4
## #
## #...Citation
## T Wu, E Hu, S Xu, M Chen, P Guo, Z Dai, T Feng, L Zhou,
## W Tang, L Zhan, X Fu, S Liu, X Bo, and G Yu.
## clusterProfiler 4.0: A universal enrichment tool for interpreting omics data.
## The Innovation. 2021, 2(3):100141Save Output
res <- as.data.frame(down_ora_GO_BP@result)
res## ID Description GeneRatio BgRatio
## GO:0045321 GO:0045321 leukocyte activation 14/50 475/7245
## GO:0042100 GO:0042100 B cell proliferation 5/50 59/7245
## GO:0050853 GO:0050853 B cell receptor signaling pathway 4/50 37/7245
## GO:0032943 GO:0032943 mononuclear cell proliferation 7/50 163/7245
## pvalue p.adjust qvalue
## GO:0045321 2.348189e-06 0.003489408 0.003186121
## GO:0042100 4.825251e-05 0.023901078 0.021823680
## GO:0050853 1.121110e-04 0.028113554 0.025670023
## GO:0032943 1.135137e-04 0.028113554 0.025670023
## geneID
## GO:0045321 Cd79a/Wdfy4/Impdh1/Il16/Slamf7/Ccnd3/Bst1/Cdkn2a/Igll1/Cplx2/Vpreb1/Tmem98/Thy1/Blk
## GO:0042100 Cd79a/Bst1/Cdkn2a/Vpreb1/Blk
## GO:0050853 Cd79a/Klhl6/Igll1/Blk
## GO:0032943 Cd79a/Impdh1/Ccnd3/Bst1/Cdkn2a/Vpreb1/Blk
## Count
## GO:0045321 14
## GO:0042100 5
## GO:0050853 4
## GO:0032943 7# I want to save my output as a csv. So, I want to make sure there is no comma in my Description column
res$Description <- gsub(",","",res$Description)
# write output
write_csv(x = res,
file = "results/down_ora_GO_BP.csv",
quote = "none")
res <- as.data.frame(up_ora_GO_BP@result)
res## ID Description
## GO:0043043 GO:0043043 peptide biosynthetic process
## GO:0006778 GO:0006778 porphyrin-containing compound metabolic process
## GO:0006779 GO:0006779 porphyrin-containing compound biosynthetic process
## GO:0033014 GO:0033014 tetrapyrrole biosynthetic process
## GO:0034101 GO:0034101 erythrocyte homeostasis
## GO:0030218 GO:0030218 erythrocyte differentiation
## GO:0042440 GO:0042440 pigment metabolic process
## GO:0019730 GO:0019730 antimicrobial humoral response
## GO:0006959 GO:0006959 humoral immune response
## GO:0042744 GO:0042744 hydrogen peroxide catabolic process
## GO:0009617 GO:0009617 response to bacterium
## GO:0042255 GO:0042255 ribosome assembly
## GO:0045861 GO:0045861 negative regulation of proteolysis
## GO:0006749 GO:0006749 glutathione metabolic process
## GO:0071353 GO:0071353 cellular response to interleukin-4
## GO:0070670 GO:0070670 response to interleukin-4
## GO:0042273 GO:0042273 ribosomal large subunit biogenesis
## GO:0055072 GO:0055072 iron ion homeostasis
## GO:0044403 GO:0044403 biological process involved in symbiotic interaction
## GO:0000028 GO:0000028 ribosomal small subunit assembly
## GO:0045071 GO:0045071 negative regulation of viral genome replication
## GO:0042541 GO:0042541 hemoglobin biosynthetic process
## GO:0006690 GO:0006690 icosanoid metabolic process
## GO:0009636 GO:0009636 response to toxic substance
## GO:0051346 GO:0051346 negative regulation of hydrolase activity
## GO:0071621 GO:0071621 granulocyte chemotaxis
## GO:0052547 GO:0052547 regulation of peptidase activity
## GO:0006826 GO:0006826 iron ion transport
## GO:0098609 GO:0098609 cell-cell adhesion
## GO:0001504 GO:0001504 neurotransmitter uptake
## GO:0033559 GO:0033559 unsaturated fatty acid metabolic process
## GO:0046903 GO:0046903 secretion
## GO:0006954 GO:0006954 inflammatory response
## GO:0032653 GO:0032653 regulation of interleukin-10 production
## GO:0097530 GO:0097530 granulocyte migration
## GO:0031640 GO:0031640 killing of cells of another organism
## GO:0035162 GO:0035162 embryonic hemopoiesis
## GO:0032613 GO:0032613 interleukin-10 production
## GO:0030193 GO:0030193 regulation of blood coagulation
## GO:1900046 GO:1900046 regulation of hemostasis
## GO:0006956 GO:0006956 complement activation
## GO:0061041 GO:0061041 regulation of wound healing
## GO:0071826 GO:0071826 ribonucleoprotein complex subunit organization
## GO:0050818 GO:0050818 regulation of coagulation
## GO:0032943 GO:0032943 mononuclear cell proliferation
## GO:0042119 GO:0042119 neutrophil activation
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0043043 56/249 470/7245 3.726619e-17 1.034137e-13 9.328317e-14
## GO:0006778 16/249 34/7245 2.980872e-15 2.757307e-12 2.487198e-12
## GO:0006779 14/249 27/7245 3.009192e-14 1.192929e-11 1.076069e-11
## GO:0033014 14/249 27/7245 3.009192e-14 1.192929e-11 1.076069e-11
## GO:0034101 25/249 118/7245 1.173412e-13 3.745648e-11 3.378721e-11
## GO:0030218 24/249 108/7245 1.214805e-13 3.745648e-11 3.378721e-11
## GO:0042440 13/249 37/7245 1.168306e-10 2.026281e-08 1.827784e-08
## GO:0019730 9/249 21/7245 1.187315e-08 1.734105e-06 1.564230e-06
## GO:0006959 13/249 52/7245 1.313420e-08 1.822370e-06 1.643849e-06
## GO:0042744 8/249 17/7245 3.236650e-08 4.277002e-06 3.858022e-06
## GO:0009617 28/249 266/7245 9.706411e-08 1.224331e-05 1.104394e-05
## GO:0042255 12/249 53/7245 1.588574e-07 1.916650e-05 1.728892e-05
## GO:0045861 17/249 129/7245 1.703894e-06 1.818579e-04 1.640429e-04
## GO:0006749 9/249 35/7245 1.868992e-06 1.920908e-04 1.732734e-04
## GO:0071353 7/249 21/7245 4.007268e-06 3.587152e-04 3.235750e-04
## GO:0070670 7/249 22/7245 5.706285e-06 4.798467e-04 4.328404e-04
## GO:0042273 11/249 64/7245 9.381203e-06 7.656717e-04 6.906657e-04
## GO:0055072 10/249 53/7245 1.016786e-05 8.061659e-04 7.271930e-04
## GO:0044403 16/249 133/7245 1.146204e-05 8.835326e-04 7.969807e-04
## GO:0000028 6/249 17/7245 1.396296e-05 1.047222e-03 9.446352e-04
## GO:0045071 8/249 34/7245 1.453948e-05 1.061765e-03 9.577530e-04
## GO:0042541 5/249 12/7245 2.993434e-05 2.076695e-03 1.873260e-03
## GO:0006690 7/249 30/7245 5.380603e-05 3.318039e-03 2.993000e-03
## GO:0009636 9/249 53/7245 6.826460e-05 3.998762e-03 3.607039e-03
## GO:0051346 14/249 122/7245 6.916778e-05 3.998762e-03 3.607039e-03
## GO:0071621 8/249 44/7245 1.053763e-04 5.623449e-03 5.072569e-03
## GO:0052547 16/249 167/7245 1.873687e-04 9.274515e-03 8.365973e-03
## GO:0006826 6/249 26/7245 2.001512e-04 9.576199e-03 8.638104e-03
## GO:0098609 23/249 297/7245 2.080756e-04 9.786605e-03 8.827899e-03
## GO:0001504 4/249 10/7245 2.428815e-04 1.097493e-02 9.899817e-03
## GO:0033559 6/249 27/7245 2.500120e-04 1.101243e-02 9.933643e-03
## GO:0046903 26/249 364/7245 2.931020e-04 1.251320e-02 1.128739e-02
## GO:0006954 21/249 273/7245 4.316457e-04 1.761495e-02 1.588937e-02
## GO:0032653 5/249 20/7245 4.674011e-04 1.879765e-02 1.695621e-02
## GO:0097530 8/249 55/7245 5.223401e-04 2.070705e-02 1.867857e-02
## GO:0031640 4/249 12/7245 5.421415e-04 2.118933e-02 1.911360e-02
## GO:0035162 5/249 21/7245 5.964276e-04 2.267242e-02 2.045140e-02
## GO:0032613 5/249 22/7245 7.504298e-04 2.711239e-02 2.445643e-02
## GO:0030193 5/249 23/7245 9.322963e-04 3.155027e-02 2.845957e-02
## GO:1900046 5/249 23/7245 9.322963e-04 3.155027e-02 2.845957e-02
## GO:0006956 4/249 14/7245 1.038310e-03 3.441305e-02 3.104191e-02
## GO:0061041 7/249 48/7245 1.148201e-03 3.748538e-02 3.381327e-02
## GO:0071826 13/249 144/7245 1.304439e-03 4.022019e-02 3.628017e-02
## GO:0050818 5/249 25/7245 1.391647e-03 4.070173e-02 3.671455e-02
## GO:0032943 14/249 163/7245 1.393393e-03 4.070173e-02 3.671455e-02
## GO:0042119 4/249 16/7245 1.788148e-03 4.912980e-02 4.431699e-02
## geneID
## GO:0043043 Hbb-b1/Fech/Ppp1r15a/Gclm/S100a9/Hagh/Rps28/Rpl36/Rps18/Rps2/Rpl14/Rpsa/Rplp1/Rplp0/Rpl10a/Rps29/Rps12/Rpl4/Rpl3/Rpl36a/Rpl12/Rpl35/Rpl11/Rpl32/Eef1b2/Pkm/Rpl37/Rplp2/Rps27a/Uqcc2/Eef1a1/Rpl28/Rps23/Rps5/Rpl41/Rpl19/Rpl6/Rpl13/Rpl24/Rps15/Rps17/Rps8/Eef1g/Rpl23a/Rpl17/Rpl9/Pabpc1/Rps21/Rps13/Rpl8/Rpl27a/Rpl7/Rps26/Rps3/Rpl23/Rps4x
## GO:0006778 Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Blvrb/Urod/Atpif1/Cpox/Hebp1/Slc25a39/Tmem14c
## GO:0006779 Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c
## GO:0033014 Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c
## GO:0034101 Slc4a1/Dmtn/Rhd/Alas2/Rhag/Hba-a1/Hba-a2/Hbb-b1/Trim10/Klf1/Tspo2/Gata1/Tal1/Ank1/Gfi1b/Trim58/Fech/Abcb10/Isg15/Lmo2/Zfpm1/Atpif1/Tmem14c/Rps6/Rps17
## GO:0030218 Slc4a1/Dmtn/Rhd/Alas2/Rhag/Hba-a1/Hba-a2/Hbb-b1/Trim10/Klf1/Tspo2/Gata1/Tal1/Ank1/Gfi1b/Trim58/Fech/Abcb10/Isg15/Lmo2/Zfpm1/Atpif1/Tmem14c/Rps6
## GO:0042440 Alas2/Slc6a9/Fech/Abcb10/Alad/Hmbs/Blvrb/Urod/Atpif1/Cpox/Hebp1/Slc25a39/Tmem14c
## GO:0019730 Wfdc17/Ppbp/Pglyrp1/Jchain/Slpi/S100a9/Camp/Wfdc21/Ltf
## GO:0006959 Rgcc/Wfdc17/Ppbp/Cd5l/Fcna/Pglyrp1/Jchain/Slpi/S100a9/Camp/C1qc/Wfdc21/Ltf
## GO:0042744 Hba-a1/Hbb-b1/Snca/Hbb-bt/Hbq1b/Gpx1/Mpo/Prdx2
## GO:0009617 Aqp1/Hba-a1/Hba-a2/Snca/Gata1/Saa3/Wfdc17/Ppbp/Prg2/Ccl5/Isg15/Fcer1g/Pglyrp1/Jchain/S100a8/Lcn2/Slpi/S100a9/Hp/Mt2/Lyz2/Gpx1/Camp/Wfdc21/Mpo/Prdx2/Ltf/Cd47
## GO:0042255 Rps28/Rps2/Rpsa/Rps25/Rplp0/Rpl3/Rpl11/Rps5/Rpl6/Rpl24/Rps15/Rpl23a
## GO:0045861 Aqp1/Snca/Stfa2/Alad/Arrb1/Ppp1r15a/Stfa3/Stfa2l1/Slpi/Ngp/Gpx1/Ltf/Ctsb/Hsp90ab1/Birc5/Rpl11/Rpl23
## GO:0006749 Hbb-b1/Hbb-bt/Chac2/Gstm5/Gclm/Hagh/Gpx1/Gpx4/Eef1g
## GO:0071353 Alad/Rps2/Rplp0/Hsp90ab1/Impdh2/Rpl3/Tuba1b
## GO:0070670 Alad/Rps2/Rplp0/Hsp90ab1/Impdh2/Rpl3/Tuba1b
## GO:0042273 Rpl14/Rplp0/Rpl10a/Rpl3/Rpl35/Rpl11/Rpl7a/Rpl6/Rpl24/Rpl23a/Rpl7
## GO:0055072 Rhd/Alas2/Rhag/Slc6a9/Ank1/Fech/Lcn2/Tfrc/Fth1/Ltf
## GO:0044403 Trim10/Stom/Ifitm3/Ccl5/Apoe/Pglyrp1/Csf1r/Ifitm6/Gpx1/Camp/Cd74/Ltf/Ctsb/Bsg/Hsp90ab1/Tcp1
## GO:0000028 Rps28/Rps2/Rpsa/Rps25/Rps5/Rps15
## GO:0045071 Rsad2/Ifitm3/Ccl5/Isg20/Isg15/Ifitm6/Slpi/Ltf
## GO:0042541 Alas2/Slc6a9/Fech/Abcb10/Slc25a37
## GO:0006690 Ces2g/Mgst3/Sphk1/Gpx1/Mgll/Cd74/Gpx4
## GO:0009636 Aldh1a1/Ccl5/Gstm5/Lcn2/Mt2/Gpx1/Mpo/Prdx2/Ass1
## GO:0051346 Aqp1/Snca/Stfa2/Arrb1/Ppp1r15a/Stfa3/Stfa2l1/Slpi/Ngp/Gpx1/Ltf/Ctsb/Atpif1/Birc5
## GO:0071621 Ppbp/Ccl5/Fcer1g/Csf1r/S100a8/S100a9/Cd74/Bsg
## GO:0052547 Aqp1/Snca/Cldn13/Stfa2/Arrb1/Stfa3/S100a8/Stfa2l1/Slpi/S100a9/Ngp/Gpx1/Ltf/Ctsb/Birc5/Rps3
## GO:0006826 Slc6a9/Lcn2/Slc25a37/Tfrc/Fth1/Ltf
## GO:0098609 Slc4a1/Dmtn/Spta1/Add2/Gata1/Rgcc/Stfa2/Ccl5/Icam4/Stfa3/S100a8/Stfa2l1/S100a9/Tfrc/Prdx2/Cd74/H2-Aa/Bsg/Rpsa/Ass1/Adk/Cd47/Rps3
## GO:0001504 Snca/Slc6a9/Cln8/Slc29a1
## GO:0033559 Ces2g/Sphk1/Gpx1/Mgll/Cd74/Gpx4
## GO:0046903 Dmtn/Aqp1/Snca/Rsad2/Slc6a9/Gata1/Rab3il1/Tnfaip2/Rgcc/Slc16a10/Ccl5/Apoe/Fcer1g/Arrb1/S100a8/Stard10/S100a9/Sphk1/Ccnd1/Car2/Anxa2/Abcb4/Cd74/Bsg/Birc5/Uqcc2
## GO:0006954 Snca/Ackr1/Saa3/Ppbp/Cd5l/Tyrobp/Ccl5/Apoe/Fcer1g/Pglyrp1/Csf1r/S100a8/S100a9/Sphk1/Hp/Gpx1/Camp/Mgll/Prdx2/Gpx4/Cd47
## GO:0032653 Prg2/Tyrobp/Isg15/Fcer1g/Cd47
## GO:0097530 Ppbp/Ccl5/Fcer1g/Csf1r/S100a8/S100a9/Cd74/Bsg
## GO:0031640 Ppbp/Pglyrp1/Lyz2/Ltf
## GO:0035162 Klf1/Gata1/Tal1/Lmo2/Zfpm1
## GO:0032613 Prg2/Tyrobp/Isg15/Fcer1g/Cd47
## GO:0030193 Dmtn/Apoe/S100a9/Anxa2/Prdx2
## GO:1900046 Dmtn/Apoe/S100a9/Anxa2/Prdx2
## GO:0006956 Rgcc/Cd5l/Fcna/C1qc
## GO:0061041 Dmtn/Cldn13/Fermt1/Apoe/S100a9/Anxa2/Prdx2
## GO:0071826 Rps28/Rps2/Rpsa/Rps25/Rplp0/Hsp90ab1/Rpl3/Rpl11/Rps5/Rpl6/Rpl24/Rps15/Rpl23a
## GO:0050818 Dmtn/Apoe/S100a9/Anxa2/Prdx2
## GO:0032943 Slc4a1/Spta1/Tyrobp/Ccl5/Csf1r/Lst1/Tfrc/Prdx2/Cd74/H2-Aa/Impdh2/Rps6/Adk/Rps3
## GO:0042119 Tyrobp/Ccl5/Fcer1g/Camp
## Count
## GO:0043043 56
## GO:0006778 16
## GO:0006779 14
## GO:0033014 14
## GO:0034101 25
## GO:0030218 24
## GO:0042440 13
## GO:0019730 9
## GO:0006959 13
## GO:0042744 8
## GO:0009617 28
## GO:0042255 12
## GO:0045861 17
## GO:0006749 9
## GO:0071353 7
## GO:0070670 7
## GO:0042273 11
## GO:0055072 10
## GO:0044403 16
## GO:0000028 6
## GO:0045071 8
## GO:0042541 5
## GO:0006690 7
## GO:0009636 9
## GO:0051346 14
## GO:0071621 8
## GO:0052547 16
## GO:0006826 6
## GO:0098609 23
## GO:0001504 4
## GO:0033559 6
## GO:0046903 26
## GO:0006954 21
## GO:0032653 5
## GO:0097530 8
## GO:0031640 4
## GO:0035162 5
## GO:0032613 5
## GO:0030193 5
## GO:1900046 5
## GO:0006956 4
## GO:0061041 7
## GO:0071826 13
## GO:0050818 5
## GO:0032943 14
## GO:0042119 4# I want to save my output as a csv. So, I want to make sure there is no comma in my Description column
res$Description <- gsub(",","",res$Description)
# write output
write_csv(x = res,
file = "results/up_ora_GO_BP.csv",
quote = "none")
res <- as.data.frame(clustered_ora_GO_BP@compareClusterResult)
res## Cluster ID
## 1 up_regulated GO:0043043
## 3 up_regulated GO:0006778
## 6 up_regulated GO:0006779
## 7 up_regulated GO:0033014
## 8 up_regulated GO:0034101
## 9 up_regulated GO:0030218
## 16 up_regulated GO:0042440
## 19 up_regulated GO:0019730
## 20 up_regulated GO:0006959
## 21 up_regulated GO:0042744
## 22 up_regulated GO:0009617
## 23 up_regulated GO:0042255
## 26 up_regulated GO:0045861
## 27 up_regulated GO:0006749
## 31 up_regulated GO:0071353
## 33 up_regulated GO:0070670
## 34 up_regulated GO:0042273
## 35 up_regulated GO:0055072
## 36 up_regulated GO:0044403
## 37 up_regulated GO:0000028
## 38 up_regulated GO:0045071
## 40 up_regulated GO:0042541
## 45 up_regulated GO:0006690
## 47 up_regulated GO:0009636
## 48 up_regulated GO:0051346
## 52 up_regulated GO:0071621
## 56 up_regulated GO:0052547
## 58 up_regulated GO:0006826
## 59 up_regulated GO:0098609
## 61 up_regulated GO:0001504
## 63 up_regulated GO:0033559
## 65 up_regulated GO:0046903
## 68 up_regulated GO:0006954
## 69 up_regulated GO:0032653
## 70 up_regulated GO:0097530
## 71 up_regulated GO:0031640
## 73 up_regulated GO:0035162
## 76 up_regulated GO:0032613
## 81 up_regulated GO:0030193
## 82 up_regulated GO:1900046
## 83 up_regulated GO:0006956
## 85 up_regulated GO:0061041
## 90 up_regulated GO:0071826
## 93 up_regulated GO:0050818
## 95 up_regulated GO:0032943
## 101 up_regulated GO:0042119
## 102 down_regulated GO:0045321
## 104 down_regulated GO:0042100
## 106 down_regulated GO:0050853
## 107 down_regulated GO:0032943
## Description GeneRatio BgRatio
## 1 peptide biosynthetic process 56/249 470/7245
## 3 porphyrin-containing compound metabolic process 16/249 34/7245
## 6 porphyrin-containing compound biosynthetic process 14/249 27/7245
## 7 tetrapyrrole biosynthetic process 14/249 27/7245
## 8 erythrocyte homeostasis 25/249 118/7245
## 9 erythrocyte differentiation 24/249 108/7245
## 16 pigment metabolic process 13/249 37/7245
## 19 antimicrobial humoral response 9/249 21/7245
## 20 humoral immune response 13/249 52/7245
## 21 hydrogen peroxide catabolic process 8/249 17/7245
## 22 response to bacterium 28/249 266/7245
## 23 ribosome assembly 12/249 53/7245
## 26 negative regulation of proteolysis 17/249 129/7245
## 27 glutathione metabolic process 9/249 35/7245
## 31 cellular response to interleukin-4 7/249 21/7245
## 33 response to interleukin-4 7/249 22/7245
## 34 ribosomal large subunit biogenesis 11/249 64/7245
## 35 iron ion homeostasis 10/249 53/7245
## 36 biological process involved in symbiotic interaction 16/249 133/7245
## 37 ribosomal small subunit assembly 6/249 17/7245
## 38 negative regulation of viral genome replication 8/249 34/7245
## 40 hemoglobin biosynthetic process 5/249 12/7245
## 45 icosanoid metabolic process 7/249 30/7245
## 47 response to toxic substance 9/249 53/7245
## 48 negative regulation of hydrolase activity 14/249 122/7245
## 52 granulocyte chemotaxis 8/249 44/7245
## 56 regulation of peptidase activity 16/249 167/7245
## 58 iron ion transport 6/249 26/7245
## 59 cell-cell adhesion 23/249 297/7245
## 61 neurotransmitter uptake 4/249 10/7245
## 63 unsaturated fatty acid metabolic process 6/249 27/7245
## 65 secretion 26/249 364/7245
## 68 inflammatory response 21/249 273/7245
## 69 regulation of interleukin-10 production 5/249 20/7245
## 70 granulocyte migration 8/249 55/7245
## 71 killing of cells of another organism 4/249 12/7245
## 73 embryonic hemopoiesis 5/249 21/7245
## 76 interleukin-10 production 5/249 22/7245
## 81 regulation of blood coagulation 5/249 23/7245
## 82 regulation of hemostasis 5/249 23/7245
## 83 complement activation 4/249 14/7245
## 85 regulation of wound healing 7/249 48/7245
## 90 ribonucleoprotein complex subunit organization 13/249 144/7245
## 93 regulation of coagulation 5/249 25/7245
## 95 mononuclear cell proliferation 14/249 163/7245
## 101 neutrophil activation 4/249 16/7245
## 102 leukocyte activation 14/50 475/7245
## 104 B cell proliferation 5/50 59/7245
## 106 B cell receptor signaling pathway 4/50 37/7245
## 107 mononuclear cell proliferation 7/50 163/7245
## pvalue p.adjust qvalue
## 1 3.726619e-17 1.034137e-13 9.328317e-14
## 3 2.980872e-15 2.757307e-12 2.487198e-12
## 6 3.009192e-14 1.192929e-11 1.076069e-11
## 7 3.009192e-14 1.192929e-11 1.076069e-11
## 8 1.173412e-13 3.745648e-11 3.378721e-11
## 9 1.214805e-13 3.745648e-11 3.378721e-11
## 16 1.168306e-10 2.026281e-08 1.827784e-08
## 19 1.187315e-08 1.734105e-06 1.564230e-06
## 20 1.313420e-08 1.822370e-06 1.643849e-06
## 21 3.236650e-08 4.277002e-06 3.858022e-06
## 22 9.706411e-08 1.224331e-05 1.104394e-05
## 23 1.588574e-07 1.916650e-05 1.728892e-05
## 26 1.703894e-06 1.818579e-04 1.640429e-04
## 27 1.868992e-06 1.920908e-04 1.732734e-04
## 31 4.007268e-06 3.587152e-04 3.235750e-04
## 33 5.706285e-06 4.798467e-04 4.328404e-04
## 34 9.381203e-06 7.656717e-04 6.906657e-04
## 35 1.016786e-05 8.061659e-04 7.271930e-04
## 36 1.146204e-05 8.835326e-04 7.969807e-04
## 37 1.396296e-05 1.047222e-03 9.446352e-04
## 38 1.453948e-05 1.061765e-03 9.577530e-04
## 40 2.993434e-05 2.076695e-03 1.873260e-03
## 45 5.380603e-05 3.318039e-03 2.993000e-03
## 47 6.826460e-05 3.998762e-03 3.607039e-03
## 48 6.916778e-05 3.998762e-03 3.607039e-03
## 52 1.053763e-04 5.623449e-03 5.072569e-03
## 56 1.873687e-04 9.274515e-03 8.365973e-03
## 58 2.001512e-04 9.576199e-03 8.638104e-03
## 59 2.080756e-04 9.786605e-03 8.827899e-03
## 61 2.428815e-04 1.097493e-02 9.899817e-03
## 63 2.500120e-04 1.101243e-02 9.933643e-03
## 65 2.931020e-04 1.251320e-02 1.128739e-02
## 68 4.316457e-04 1.761495e-02 1.588937e-02
## 69 4.674011e-04 1.879765e-02 1.695621e-02
## 70 5.223401e-04 2.070705e-02 1.867857e-02
## 71 5.421415e-04 2.118933e-02 1.911360e-02
## 73 5.964276e-04 2.267242e-02 2.045140e-02
## 76 7.504298e-04 2.711239e-02 2.445643e-02
## 81 9.322963e-04 3.155027e-02 2.845957e-02
## 82 9.322963e-04 3.155027e-02 2.845957e-02
## 83 1.038310e-03 3.441305e-02 3.104191e-02
## 85 1.148201e-03 3.748538e-02 3.381327e-02
## 90 1.304439e-03 4.022019e-02 3.628017e-02
## 93 1.391647e-03 4.070173e-02 3.671455e-02
## 95 1.393393e-03 4.070173e-02 3.671455e-02
## 101 1.788148e-03 4.912980e-02 4.431699e-02
## 102 2.348189e-06 3.489408e-03 3.186121e-03
## 104 4.825251e-05 2.390108e-02 2.182368e-02
## 106 1.121110e-04 2.811355e-02 2.567002e-02
## 107 1.135137e-04 2.811355e-02 2.567002e-02
## geneID
## 1 Hbb-b1/Fech/Ppp1r15a/Gclm/S100a9/Hagh/Rps28/Rpl36/Rps18/Rps2/Rpl14/Rpsa/Rplp1/Rplp0/Rpl10a/Rps29/Rps12/Rpl4/Rpl3/Rpl36a/Rpl12/Rpl35/Rpl11/Rpl32/Eef1b2/Pkm/Rpl37/Rplp2/Rps27a/Uqcc2/Eef1a1/Rpl28/Rps23/Rps5/Rpl41/Rpl19/Rpl6/Rpl13/Rpl24/Rps15/Rps17/Rps8/Eef1g/Rpl23a/Rpl17/Rpl9/Pabpc1/Rps21/Rps13/Rpl8/Rpl27a/Rpl7/Rps26/Rps3/Rpl23/Rps4x
## 3 Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Blvrb/Urod/Atpif1/Cpox/Hebp1/Slc25a39/Tmem14c
## 6 Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c
## 7 Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c
## 8 Slc4a1/Dmtn/Rhd/Alas2/Rhag/Hba-a1/Hba-a2/Hbb-b1/Trim10/Klf1/Tspo2/Gata1/Tal1/Ank1/Gfi1b/Trim58/Fech/Abcb10/Isg15/Lmo2/Zfpm1/Atpif1/Tmem14c/Rps6/Rps17
## 9 Slc4a1/Dmtn/Rhd/Alas2/Rhag/Hba-a1/Hba-a2/Hbb-b1/Trim10/Klf1/Tspo2/Gata1/Tal1/Ank1/Gfi1b/Trim58/Fech/Abcb10/Isg15/Lmo2/Zfpm1/Atpif1/Tmem14c/Rps6
## 16 Alas2/Slc6a9/Fech/Abcb10/Alad/Hmbs/Blvrb/Urod/Atpif1/Cpox/Hebp1/Slc25a39/Tmem14c
## 19 Wfdc17/Ppbp/Pglyrp1/Jchain/Slpi/S100a9/Camp/Wfdc21/Ltf
## 20 Rgcc/Wfdc17/Ppbp/Cd5l/Fcna/Pglyrp1/Jchain/Slpi/S100a9/Camp/C1qc/Wfdc21/Ltf
## 21 Hba-a1/Hbb-b1/Snca/Hbb-bt/Hbq1b/Gpx1/Mpo/Prdx2
## 22 Aqp1/Hba-a1/Hba-a2/Snca/Gata1/Saa3/Wfdc17/Ppbp/Prg2/Ccl5/Isg15/Fcer1g/Pglyrp1/Jchain/S100a8/Lcn2/Slpi/S100a9/Hp/Mt2/Lyz2/Gpx1/Camp/Wfdc21/Mpo/Prdx2/Ltf/Cd47
## 23 Rps28/Rps2/Rpsa/Rps25/Rplp0/Rpl3/Rpl11/Rps5/Rpl6/Rpl24/Rps15/Rpl23a
## 26 Aqp1/Snca/Stfa2/Alad/Arrb1/Ppp1r15a/Stfa3/Stfa2l1/Slpi/Ngp/Gpx1/Ltf/Ctsb/Hsp90ab1/Birc5/Rpl11/Rpl23
## 27 Hbb-b1/Hbb-bt/Chac2/Gstm5/Gclm/Hagh/Gpx1/Gpx4/Eef1g
## 31 Alad/Rps2/Rplp0/Hsp90ab1/Impdh2/Rpl3/Tuba1b
## 33 Alad/Rps2/Rplp0/Hsp90ab1/Impdh2/Rpl3/Tuba1b
## 34 Rpl14/Rplp0/Rpl10a/Rpl3/Rpl35/Rpl11/Rpl7a/Rpl6/Rpl24/Rpl23a/Rpl7
## 35 Rhd/Alas2/Rhag/Slc6a9/Ank1/Fech/Lcn2/Tfrc/Fth1/Ltf
## 36 Trim10/Stom/Ifitm3/Ccl5/Apoe/Pglyrp1/Csf1r/Ifitm6/Gpx1/Camp/Cd74/Ltf/Ctsb/Bsg/Hsp90ab1/Tcp1
## 37 Rps28/Rps2/Rpsa/Rps25/Rps5/Rps15
## 38 Rsad2/Ifitm3/Ccl5/Isg20/Isg15/Ifitm6/Slpi/Ltf
## 40 Alas2/Slc6a9/Fech/Abcb10/Slc25a37
## 45 Ces2g/Mgst3/Sphk1/Gpx1/Mgll/Cd74/Gpx4
## 47 Aldh1a1/Ccl5/Gstm5/Lcn2/Mt2/Gpx1/Mpo/Prdx2/Ass1
## 48 Aqp1/Snca/Stfa2/Arrb1/Ppp1r15a/Stfa3/Stfa2l1/Slpi/Ngp/Gpx1/Ltf/Ctsb/Atpif1/Birc5
## 52 Ppbp/Ccl5/Fcer1g/Csf1r/S100a8/S100a9/Cd74/Bsg
## 56 Aqp1/Snca/Cldn13/Stfa2/Arrb1/Stfa3/S100a8/Stfa2l1/Slpi/S100a9/Ngp/Gpx1/Ltf/Ctsb/Birc5/Rps3
## 58 Slc6a9/Lcn2/Slc25a37/Tfrc/Fth1/Ltf
## 59 Slc4a1/Dmtn/Spta1/Add2/Gata1/Rgcc/Stfa2/Ccl5/Icam4/Stfa3/S100a8/Stfa2l1/S100a9/Tfrc/Prdx2/Cd74/H2-Aa/Bsg/Rpsa/Ass1/Adk/Cd47/Rps3
## 61 Snca/Slc6a9/Cln8/Slc29a1
## 63 Ces2g/Sphk1/Gpx1/Mgll/Cd74/Gpx4
## 65 Dmtn/Aqp1/Snca/Rsad2/Slc6a9/Gata1/Rab3il1/Tnfaip2/Rgcc/Slc16a10/Ccl5/Apoe/Fcer1g/Arrb1/S100a8/Stard10/S100a9/Sphk1/Ccnd1/Car2/Anxa2/Abcb4/Cd74/Bsg/Birc5/Uqcc2
## 68 Snca/Ackr1/Saa3/Ppbp/Cd5l/Tyrobp/Ccl5/Apoe/Fcer1g/Pglyrp1/Csf1r/S100a8/S100a9/Sphk1/Hp/Gpx1/Camp/Mgll/Prdx2/Gpx4/Cd47
## 69 Prg2/Tyrobp/Isg15/Fcer1g/Cd47
## 70 Ppbp/Ccl5/Fcer1g/Csf1r/S100a8/S100a9/Cd74/Bsg
## 71 Ppbp/Pglyrp1/Lyz2/Ltf
## 73 Klf1/Gata1/Tal1/Lmo2/Zfpm1
## 76 Prg2/Tyrobp/Isg15/Fcer1g/Cd47
## 81 Dmtn/Apoe/S100a9/Anxa2/Prdx2
## 82 Dmtn/Apoe/S100a9/Anxa2/Prdx2
## 83 Rgcc/Cd5l/Fcna/C1qc
## 85 Dmtn/Cldn13/Fermt1/Apoe/S100a9/Anxa2/Prdx2
## 90 Rps28/Rps2/Rpsa/Rps25/Rplp0/Hsp90ab1/Rpl3/Rpl11/Rps5/Rpl6/Rpl24/Rps15/Rpl23a
## 93 Dmtn/Apoe/S100a9/Anxa2/Prdx2
## 95 Slc4a1/Spta1/Tyrobp/Ccl5/Csf1r/Lst1/Tfrc/Prdx2/Cd74/H2-Aa/Impdh2/Rps6/Adk/Rps3
## 101 Tyrobp/Ccl5/Fcer1g/Camp
## 102 Cd79a/Wdfy4/Impdh1/Il16/Slamf7/Ccnd3/Bst1/Cdkn2a/Igll1/Cplx2/Vpreb1/Tmem98/Thy1/Blk
## 104 Cd79a/Bst1/Cdkn2a/Vpreb1/Blk
## 106 Cd79a/Klhl6/Igll1/Blk
## 107 Cd79a/Impdh1/Ccnd3/Bst1/Cdkn2a/Vpreb1/Blk
## Count
## 1 56
## 3 16
## 6 14
## 7 14
## 8 25
## 9 24
## 16 13
## 19 9
## 20 13
## 21 8
## 22 28
## 23 12
## 26 17
## 27 9
## 31 7
## 33 7
## 34 11
## 35 10
## 36 16
## 37 6
## 38 8
## 40 5
## 45 7
## 47 9
## 48 14
## 52 8
## 56 16
## 58 6
## 59 23
## 61 4
## 63 6
## 65 26
## 68 21
## 69 5
## 70 8
## 71 4
## 73 5
## 76 5
## 81 5
## 82 5
## 83 4
## 85 7
## 90 13
## 93 5
## 95 14
## 101 4
## 102 14
## 104 5
## 106 4
## 107 7# I want to save my output as a csv. So, I want to make sure there is no comma in my Description column
res$Description <- gsub(",","",res$Description)
# write output
write_csv(x = res,
file = "results/clustered_ora_GO_BP.csv",
quote = "none")GSEA
Create a Named Ordered Gene Set Vector
# create a vector of log2FoldChanges
all_genes_lfc <- results_df$log2FoldChange
# name the vector with entrez ids
names(all_genes_lfc) <- results_df$entrez_id
# sort the vector descending
all_genes_lfc <- sort(all_genes_lfc, decreasing = TRUE)
# do it for up- and down-regulated genes too. Here I am selecting them from the all_genes_lfc
up_genes_lfc <- all_genes_lfc[all_genes_lfc > 0]
down_genes_lfc <- all_genes_lfc[all_genes_lfc < 0]Run gseGO() for All Gene Set
?gseGO # see the documentation
set.seed(123) # set a seed to make your ourputs reproducible
up_gsea_GO_BP <- gseGO(geneList = up_genes_lfc,
OrgDb = org.Mm.eg.db,
ont = "BP",
seed = TRUE,
nPermSimple = 10000)## preparing geneSet collections...## GSEA analysis...## Warning in preparePathwaysAndStats(pathways, stats, minSize, maxSize, gseaParam, : There are ties in the preranked stats (0.1% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.## Warning in preparePathwaysAndStats(pathways, stats, minSize, maxSize,
## gseaParam, : All values in the stats vector are greater than zero and scoreType
## is "std", maybe you should switch to scoreType = "pos".## Warning in fgseaMultilevel(...): There were 1 pathways for which P-values were
## not calculated properly due to unbalanced (positive and negative) gene-level
## statistic values. For such pathways pval, padj, NES, log2err are set to NA. You
## can try to increase the value of the argument nPermSimple (for example set it
## nPermSimple = 100000)## Warning in fgseaMultilevel(...): For some of the pathways the P-values were
## likely overestimated. For such pathways log2err is set to NA.## leading edge analysis...## done...set.seed(Sys.time())
up_gsea_GO_BP <- clusterProfiler::simplify(up_gsea_GO_BP, cutoff=0.7, by="p.adjust", select_fun=min) # simplify it because you are using GO terms
up_gsea_GO_BP <- setReadable(up_gsea_GO_BP, OrgDb = org.Mm.eg.db, keyType="ENTREZID") # set it readable. It will convert entrez ids to gene symbols
set.seed(123) # set a seed to make your ourputs reproducible
down_gsea_GO_BP <- gseGO(geneList = down_genes_lfc,
OrgDb = org.Mm.eg.db,
ont = "BP",
seed = TRUE,
nPermSimple = 10000)## preparing geneSet collections...## GSEA analysis...## Warning in preparePathwaysAndStats(pathways, stats, minSize, maxSize, gseaParam, : There are ties in the preranked stats (0.34% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.## Warning in fgseaMultilevel(...): There were 3 pathways for which P-values were
## not calculated properly due to unbalanced (positive and negative) gene-level
## statistic values. For such pathways pval, padj, NES, log2err are set to NA. You
## can try to increase the value of the argument nPermSimple (for example set it
## nPermSimple = 100000)## leading edge analysis...## done...set.seed(Sys.time())
down_gsea_GO_BP <- clusterProfiler::simplify(down_gsea_GO_BP, cutoff=0.7, by="p.adjust", select_fun=min) # simplify it because you are using GO terms
down_gsea_GO_BP <- setReadable(down_gsea_GO_BP, OrgDb = org.Mm.eg.db, keyType="ENTREZID") # set it readable. It will convert entrez ids to gene symbolsSave Output
res <- as.data.frame(up_gsea_GO_BP@result)
res## ID
## GO:0030097 GO:0030097
## GO:0042592 GO:0042592
## GO:0043207 GO:0043207
## GO:0051707 GO:0051707
## GO:0044419 GO:0044419
## GO:0009607 GO:0009607
## GO:0006952 GO:0006952
## GO:0048468 GO:0048468
## GO:0046903 GO:0046903
## GO:0043242 GO:0043242
## GO:0006955 GO:0006955
## GO:0031333 GO:0031333
## GO:0051494 GO:0051494
## GO:0030036 GO:0030036
## GO:0002682 GO:0002682
## GO:0030029 GO:0030029
## GO:0050732 GO:0050732
## GO:0006811 GO:0006811
## GO:0030835 GO:0030835
## GO:1902904 GO:1902904
## GO:0042060 GO:0042060
## GO:0032940 GO:0032940
## GO:0051261 GO:0051261
## GO:0051258 GO:0051258
## GO:0050878 GO:0050878
## GO:0009653 GO:0009653
## GO:1902743 GO:1902743
## GO:0090066 GO:0090066
## GO:0098609 GO:0098609
## GO:0010591 GO:0010591
## GO:0010256 GO:0010256
## GO:0090313 GO:0090313
## Description
## GO:0030097 hemopoiesis
## GO:0042592 homeostatic process
## GO:0043207 response to external biotic stimulus
## GO:0051707 response to other organism
## GO:0044419 biological process involved in interspecies interaction between organisms
## GO:0009607 response to biotic stimulus
## GO:0006952 defense response
## GO:0048468 cell development
## GO:0046903 secretion
## GO:0043242 negative regulation of protein-containing complex disassembly
## GO:0006955 immune response
## GO:0031333 negative regulation of protein-containing complex assembly
## GO:0051494 negative regulation of cytoskeleton organization
## GO:0030036 actin cytoskeleton organization
## GO:0002682 regulation of immune system process
## GO:0030029 actin filament-based process
## GO:0050732 negative regulation of peptidyl-tyrosine phosphorylation
## GO:0006811 ion transport
## GO:0030835 negative regulation of actin filament depolymerization
## GO:1902904 negative regulation of supramolecular fiber organization
## GO:0042060 wound healing
## GO:0032940 secretion by cell
## GO:0051261 protein depolymerization
## GO:0051258 protein polymerization
## GO:0050878 regulation of body fluid levels
## GO:0009653 anatomical structure morphogenesis
## GO:1902743 regulation of lamellipodium organization
## GO:0090066 regulation of anatomical structure size
## GO:0098609 cell-cell adhesion
## GO:0010591 regulation of lamellipodium assembly
## GO:0010256 endomembrane system organization
## GO:0090313 regulation of protein targeting to membrane
## setSize enrichmentScore NES pvalue p.adjust
## GO:0030097 238 0.8801682 1.226276 1.998369e-09 3.045515e-06
## GO:0042592 382 0.8540465 1.189013 1.902450e-09 3.045515e-06
## GO:0043207 300 0.8505693 1.184759 2.901822e-07 1.474126e-04
## GO:0051707 300 0.8505693 1.184759 2.901822e-07 1.474126e-04
## GO:0044419 349 0.8402351 1.169947 8.131133e-07 3.097962e-04
## GO:0009607 311 0.8477692 1.180664 1.771326e-06 4.499167e-04
## GO:0006952 323 0.8425028 1.173284 1.685595e-06 4.499167e-04
## GO:0048468 399 0.8311193 1.156903 2.390413e-06 5.204270e-04
## GO:0046903 180 0.8596428 1.199031 1.661554e-05 2.532208e-03
## GO:0043242 27 0.9552822 1.387142 3.005773e-05 4.164362e-03
## GO:0006955 322 0.8314709 1.157912 6.260800e-05 6.815328e-03
## GO:0031333 45 0.9296480 1.323636 6.712017e-05 7.043077e-03
## GO:0051494 49 0.9222932 1.310227 7.050430e-05 7.043077e-03
## GO:0030036 143 0.8657833 1.209535 7.163235e-05 7.043077e-03
## GO:0002682 312 0.8262711 1.150745 7.727258e-05 7.360213e-03
## GO:0030029 151 0.8616265 1.203291 9.419331e-05 8.202891e-03
## GO:0050732 10 0.9837444 1.501036 1.130400e-04 9.312055e-03
## GO:0006811 247 0.8345958 1.162851 1.111141e-04 9.312055e-03
## GO:0030835 16 0.9655589 1.446073 1.565607e-04 1.218002e-02
## GO:1902904 48 0.9190879 1.306202 1.598428e-04 1.218002e-02
## GO:0042060 68 0.8940219 1.260875 3.212642e-04 1.920026e-02
## GO:0032940 159 0.8504108 1.187329 3.486054e-04 2.043364e-02
## GO:0051261 38 0.9181547 1.316675 4.261575e-04 2.263031e-02
## GO:0051258 76 0.8879448 1.249100 4.260723e-04 2.263031e-02
## GO:0050878 57 0.8978454 1.271752 6.090665e-04 3.043335e-02
## GO:0009653 477 0.8021017 1.116607 6.457014e-04 3.075153e-02
## GO:1902743 13 0.9653683 1.458890 7.226749e-04 3.337444e-02
## GO:0090066 113 0.8592616 1.203478 8.929877e-04 3.833558e-02
## GO:0098609 141 0.8494089 1.186817 8.838289e-04 3.833558e-02
## GO:0010591 12 0.9663206 1.465582 9.428063e-04 3.904861e-02
## GO:0010256 120 0.8552088 1.196865 9.480305e-04 3.904861e-02
## GO:0090313 10 0.9741847 1.486449 1.232947e-03 4.944766e-02
## qvalues rank leading_edge
## GO:0030097 2.750387e-06 191 tags=18%, list=5%, signal=18%
## GO:0042592 2.750387e-06 236 tags=15%, list=6%, signal=16%
## GO:0043207 1.331275e-04 239 tags=20%, list=6%, signal=20%
## GO:0051707 1.331275e-04 239 tags=20%, list=6%, signal=20%
## GO:0044419 2.797752e-04 294 tags=20%, list=7%, signal=20%
## GO:0009607 4.063172e-04 239 tags=19%, list=6%, signal=19%
## GO:0006952 4.063172e-04 294 tags=21%, list=7%, signal=22%
## GO:0048468 4.699947e-04 228 tags=12%, list=6%, signal=12%
## GO:0046903 2.286823e-03 236 tags=16%, list=6%, signal=16%
## GO:0043242 3.760812e-03 71 tags=19%, list=2%, signal=18%
## GO:0006955 6.154884e-03 316 tags=20%, list=8%, signal=20%
## GO:0031333 6.360563e-03 71 tags=13%, list=2%, signal=13%
## GO:0051494 6.360563e-03 71 tags=12%, list=2%, signal=12%
## GO:0030036 6.360563e-03 130 tags=11%, list=3%, signal=11%
## GO:0002682 6.646967e-03 341 tags=20%, list=9%, signal=20%
## GO:0030029 7.407985e-03 130 tags=11%, list=3%, signal=11%
## GO:0050732 8.409664e-03 10 tags=10%, list=0%, signal=10%
## GO:0006811 8.409664e-03 251 tags=14%, list=6%, signal=14%
## GO:0030835 1.099971e-02 71 tags=31%, list=2%, signal=31%
## GO:1902904 1.099971e-02 92 tags=15%, list=2%, signal=14%
## GO:0042060 1.733965e-02 236 tags=26%, list=6%, signal=25%
## GO:0032940 1.845351e-02 255 tags=14%, list=6%, signal=13%
## GO:0051261 2.043730e-02 71 tags=13%, list=2%, signal=13%
## GO:0051258 2.043730e-02 93 tags=12%, list=2%, signal=12%
## GO:0050878 2.748419e-02 236 tags=30%, list=6%, signal=28%
## GO:0009653 2.777153e-02 274 tags=13%, list=7%, signal=14%
## GO:1902743 3.014027e-02 15 tags=15%, list=0%, signal=15%
## GO:0090066 3.462065e-02 236 tags=19%, list=6%, signal=18%
## GO:0098609 3.462065e-02 340 tags=25%, list=9%, signal=24%
## GO:0010591 3.526458e-02 15 tags=17%, list=0%, signal=17%
## GO:0010256 3.526458e-02 212 tags=8%, list=5%, signal=7%
## GO:0090313 4.465590e-02 58 tags=20%, list=1%, signal=20%
## core_enrichment
## GO:0030097 Slc4a1/Dmtn/Rhd/Spta1/Alas2/Rhag/Hba-a1/Add2/Sptb/Hba-a2/Hbb-b1/Trim10/Rsad2/Klf1/Tspo2/Gata1/Tal1/Epor/Ank1/Gfi1b/Trim58/Fech/Abcb10/Tyrobp/Ccl5/Isg15/Fcer1g/Pglyrp1/Csf1r/Lmo2/Car2/C1qc/Zfpm1/Il1b/Tfrc/Hoxb7/Cebpb/Prdx2/Prtn3/Cd74/H2-Aa/Atpif1
## GO:0042592 Slc4a1/Aldh1a1/Dmtn/Rhd/Spta1/Alas2/Aqp1/Kel/Rhag/Hba-a1/Hba-a2/Hbb-b1/Snca/Trim10/Cldn13/Klf1/Slc6a9/Tspo2/Gata1/Tal1/Epor/Ank1/Gfi1b/Trim58/Fech/Abcb10/Ccl5/Apoe/Isg15/Fcer1g/Arrb1/Grina/Csf1r/Lcn2/Lmo2/Cln8/Mt2/Gpx1/Car2/Zfpm1/Il1b/Tfrc/Fth1/Cebpb/Prdx2/Abcb4/Cd74/Ank/Ltf/Adcy6/Atpif1/Bsg/Hmox1/Vcam1/Birc5/Slc40a1/Adrb2
## GO:0043207 Aqp1/Hba-a1/Hba-a2/Snca/Trim10/Rsad2/Gata1/Pklr/Saa3/Wfdc17/Ppbp/Trim58/Ifitm3/Prg2/Tyrobp/Ccl5/Isg20/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Jchain/Csf1r/S100a8/Lcn2/Ifitm6/Slpi/S100a9/Hp/Mt2/Lyz2/Gpx1/Camp/C1qc/Ddit4/Wfdc21/Pf4/Mpo/Ear2/Il1b/C3/Cebpb/Prdx2/C1qa/Cd74/Mpeg1/Ltf/Cybb/H2-Aa/Cfp/Optn/Clec4n/C1qb/Igf2/Nt5c3/Rab7b/Tlr7/Gzma
## GO:0051707 Aqp1/Hba-a1/Hba-a2/Snca/Trim10/Rsad2/Gata1/Pklr/Saa3/Wfdc17/Ppbp/Trim58/Ifitm3/Prg2/Tyrobp/Ccl5/Isg20/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Jchain/Csf1r/S100a8/Lcn2/Ifitm6/Slpi/S100a9/Hp/Mt2/Lyz2/Gpx1/Camp/C1qc/Ddit4/Wfdc21/Pf4/Mpo/Ear2/Il1b/C3/Cebpb/Prdx2/C1qa/Cd74/Mpeg1/Ltf/Cybb/H2-Aa/Cfp/Optn/Clec4n/C1qb/Igf2/Nt5c3/Rab7b/Tlr7/Gzma
## GO:0044419 Aqp1/Hba-a1/Hba-a2/Snca/Trim10/Rsad2/Gata1/Pklr/Saa3/Wfdc17/Stom/Ppbp/Trim58/Ifitm3/Prg2/Tyrobp/Ccl5/Isg20/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Jchain/Csf1r/S100a8/Lcn2/Ifitm6/Slpi/S100a9/Hp/Mt2/Lyz2/Gpx1/Camp/C1qc/Ddit4/Wfdc21/Pf4/Mpo/Ear2/Il1b/C3/Cebpb/Prdx2/C1qa/Cd74/Mpeg1/Ltf/Cybb/H2-Aa/Ctsb/Bsg/Cfp/Optn/Clec4n/C1qb/Hsp90ab1/Igf2/Nt5c3/Rab7b/Tlr7/Gzma/Tcp1/Smpdl3b/Fn1/H2-Eb1/Cd47/Irf7/Msrb1
## GO:0009607 Aqp1/Hba-a1/Hba-a2/Snca/Trim10/Rsad2/Gata1/Pklr/Saa3/Wfdc17/Ppbp/Trim58/Ifitm3/Prg2/Tyrobp/Ccl5/Isg20/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Jchain/Csf1r/S100a8/Lcn2/Ifitm6/Slpi/S100a9/Hp/Mt2/Lyz2/Gpx1/Camp/C1qc/Ddit4/Wfdc21/Pf4/Mpo/Ear2/Il1b/C3/Cebpb/Prdx2/C1qa/Cd74/Mpeg1/Ltf/Cybb/H2-Aa/Cfp/Optn/Clec4n/C1qb/Igf2/Nt5c3/Rab7b/Tlr7/Gzma
## GO:0006952 Aqp1/Snca/Trim10/Rsad2/Ackr1/Spire1/Saa3/Wfdc17/Ppbp/Cd5l/Trim58/Ifitm3/Prg2/Tyrobp/Ccl5/Isg20/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Jchain/Csf1r/S100a8/Lcn2/Ifitm6/Slpi/S100a9/Sphk1/Hp/Lyz2/Ngp/Gpx1/Camp/C1qc/Ddit4/Wfdc21/Mgll/Pf4/Mpo/Ear2/Il1b/C3/Cebpb/Prdx2/C1qa/Cd74/Mpeg1/Ltf/Cybb/H2-Aa/Cfp/Optn/Hmox1/Clec4n/C1qb/Igf2/Nt5c3/Rab7b/Adrb2/Tlr7/Gpx4/Smpdl3b/Cxcr3/Fn1/H2-Eb1/Cd47/Irf7/Msrb1
## GO:0048468 Slc4a1/Dmtn/Rhd/Alas2/Kel/Rhag/Hba-a1/Hba-a2/Hbb-b1/Klf1/Lmna/Gata1/Ryk/Samd14/Tal1/Epor/Ank1/Spire1/Slfn14/Trim58/Tmod1/Abcb10/Tyrobp/Apoe/Csf1r/S100a8/S100a9/Sphk1/Gpx1/Olfm1/Lst1/Mgll/Lhx2/Anxa2/Zfpm1/Il1b/C3/Pcp4/Rap1gap2/C1qa/Adcy6/Trak2/Olfm4/Bsg/Pdgfb/Hsp90ab1/Rpl4
## GO:0046903 Dmtn/Aqp1/Snca/Rsad2/Slc6a9/Gata1/Rab3il1/Tnfaip2/Rgcc/Slc16a10/Ccl5/Apoe/Fcer1g/Arrb1/S100a8/Stard10/S100a9/Sphk1/Ccnd1/Car2/Anxa2/Il1b/Pcp4/Abcb4/Cd74/Bsg/Hmox1/Birc5/Adrb2
## GO:0043242 Dmtn/Spta1/Add2/Sptb/Tmod1
## GO:0006955 Ermap/Snca/Trim10/Btnl10/Rsad2/Gata1/Rgcc/Wfdc17/Ppbp/Cd5l/Trim58/Ifitm3/Prg2/Tyrobp/Ccl5/Isg20/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Jchain/Csf1r/S100a8/Lcn2/Ifitm6/Slpi/S100a9/Gpx1/Camp/C1qc/Wfdc21/Lst1/Pf4/Ear2/H2-T24/Il1b/Tfrc/C3/C1qa/Cd74/Mpeg1/Ltf/Cybb/H2-Aa/Olfm4/Cfp/Optn/Hmox1/Clec4n/C1qb/Igf2/Rab7b/Tlr7/Smpdl3b/Rps6/Cxcr3/H2-Eb1/Cd47/Irf7/Msrb1/H2-Ab1/Cd200/Hspa8
## GO:0031333 Dmtn/Spta1/Add2/Sptb/Snca/Tmod1
## GO:0051494 Dmtn/Spta1/Add2/Sptb/Snca/Tmod1
## GO:0030036 Dmtn/Spta1/Aqp1/Add2/Sptb/Samd14/Spire1/Fhdc1/Rgcc/Specc1/Tmod1/Tyrobp/Arrb1/Csf1r/S100a9/Rhoj
## GO:0002682 Slc4a1/Ermap/Spta1/Snca/Btnl10/Rsad2/Gata1/Tal1/Rgcc/Cd5l/Gfi1b/Abcb10/Tyrobp/Ccl5/Fcna/Apoe/Isg15/Fcer1g/Pglyrp1/Csf1r/Sphk1/Lmo2/Gpx1/Car2/C1qc/Lst1/H2-T24/Zfpm1/Il1b/Tfrc/C3/Cebpb/Prdx2/C1qa/Cd74/Dapk2/Ltf/H2-Aa/Olfm4/Cfp/Hmox1/Clec4n/Vcam1/Cd9/C1qb/Igf2/Rab7b/Tlr7/Hoxb8/Smpdl3b/Cxcr3/Fn1/H2-Eb1/Adk/Cd47/Irf7/Tsc22d3/H2-Ab1/Cd200/Hspa8/Rps3/Icosl/Lgmn
## GO:0030029 Dmtn/Spta1/Aqp1/Add2/Sptb/Samd14/Spire1/Fhdc1/Rgcc/Specc1/Tmod1/Tyrobp/Arrb1/Csf1r/S100a9/Rhoj
## GO:0050732 Dmtn
## GO:0006811 Slc4a1/Rhd/Aqp1/Kel/Rhag/Add2/Slc38a5/Snca/Slc6a9/Tspo2/Ank1/Stom/Ccl5/Fcer1g/Lcn2/Stard10/Cln8/Slc25a37/Slc22a4/Car2/Il1b/Tfrc/Pcp4/Fth1/Cebpb/Abcb4/Gem/Ank/Ltf/Cybb/Cpox/Pdgfb/Slc40a1/Adrb2/Slc43a1
## GO:0030835 Dmtn/Spta1/Add2/Sptb/Tmod1
## GO:1902904 Dmtn/Spta1/Add2/Sptb/Snca/Tmod1/Apoe
## GO:0042060 Slc4a1/Dmtn/Aqp1/Cldn13/Gata1/Fermt1/Apoe/Fcer1g/S100a9/Gpx1/Pf4/Anxa2/C3/Prdx2/Hmox1/Pdgfb/Cd9/Adrb2
## GO:0032940 Dmtn/Aqp1/Snca/Rsad2/Slc6a9/Gata1/Rab3il1/Tnfaip2/Rgcc/Slc16a10/Ccl5/Apoe/Fcer1g/Arrb1/Sphk1/Il1b/Pcp4/Bsg/Hmox1/Birc5/Adrb2/Uqcc2
## GO:0051261 Dmtn/Spta1/Add2/Sptb/Tmod1
## GO:0051258 Dmtn/Spta1/Add2/Sptb/Snca/Spire1/Fhdc1/Tmod1/Gda
## GO:0050878 Slc4a1/Dmtn/Aqp1/Cldn13/Gata1/Apoe/Fcer1g/S100a9/Ccnd1/Pf4/Anxa2/C3/Prdx2/Adcy6/Pdgfb/Cd9/Adrb2
## GO:0009653 Aldh1a1/Dmtn/Spta1/Aqp1/Kel/Cldn13/Gata1/Ryk/Tal1/Epor/Tnfaip2/Spire1/Rgcc/Tmod1/Nfe2/Fermt1/Tyrobp/Ccl5/Apoe/Ppp1r15a/Csf1r/Lcn2/Sphk1/Ngp/Rhoj/Gpx1/Olfm1/Camp/Car2/Lst1/Mgll/Lhx2/Anxa2/Zfpm1/Il1b/Tfrc/C3/Hoxb7/Cebpb/Mcam/Ank/Ltf/Trak2/Olfm4/Bsg/Hmox1/Foxf2/Pdgfb/Vcam1/Cd9/Hsp90ab1/Igf2/Rpl4/Slc40a1/Adrb2/Hoxb8/Pkm/Mki67/Rps6/Cxcr3/Fn1
## GO:1902743 Dmtn/Aqp1
## GO:0090066 Dmtn/Spta1/Aqp1/Kel/Add2/Sptb/Ryk/Tmod1/Apoe/Ppp1r15a/Gclm/Cln8/Gpx1/Olfm1/Mgll/Rap1gap2/Adcy6/Pdgfb/Hsp90ab1/Rpl4/Adrb2
## GO:0098609 Slc4a1/Dmtn/Spta1/Add2/Gata1/Rgcc/Stfa2/Ccl5/Icam4/Stfa3/S100a8/Stfa2l1/S100a9/Il1b/Tfrc/Cebpb/Prdx2/Cd74/Mcam/H2-Aa/Bsg/Vcam1/Rpsa/Cd9/Ass1/Igf2/Adrb2/Fn1/H2-Eb1/Adk/Cd47/H2-Ab1/Cd200/Rps3/Icosl
## GO:0010591 Dmtn/Aqp1
## GO:0010256 Slc4a1/Spta1/Aqp1/Sptb/Lmna/Fhdc1/S100a9/Optn/Cd9
## GO:0090313 Dmtn/Stom# I want to save my output as a csv. So, I want to make sure there is no comma in my Description column
res$Description <- gsub(",","",res$Description)
res$leading_edge <- gsub(",","",res$leading_edge)
# write output
write_csv(x = res,
file = "results/up_gsea_GO_BP.csv",
quote = "none")
res <- as.data.frame(down_gsea_GO_BP@result)
res## ID Description setSize enrichmentScore NES
## GO:0045321 GO:0045321 leukocyte activation 270 -0.7106699 -1.470212
## GO:0001775 GO:0001775 cell activation 291 -0.6974941 -1.444209
## pvalue p.adjust qvalues rank
## GO:0045321 2.252837e-06 0.006706697 0.00621546 343
## GO:0001775 9.934193e-06 0.014271314 0.01322600 343
## leading_edge
## GO:0045321 tags=25%, list=10%, signal=24%
## GO:0001775 tags=24%, list=10%, signal=24%
## core_enrichment
## GO:0045321 Zmiz1/Pkn1/Inpp5d/Dock8/Lyn/Prkcd/Hes1/Tbc1d10c/Runx1/Kmt2e/Prkcb/Selplg/Prkcq/Zfp608/Ptpn22/Lcp2/Tspan32/Bcr/Ifngr2/Mzb1/Themis2/Sdc4/Xrcc6/Dpp4/Dock10/Egr1/Cd37/Il7r/Sox4/Rag2/Cd79b/Rac2/Cdkn1a/Slamf6/Hdac7/Blnk/Syk/Itpkb/Lef1/Myb/Lgals9/Cd1d1/Gimap1/Cd19/Pik3cd/Rag1/Tcf3/Tnfaip3/Lig4/Siglecg/Ly6d/Cd79a/Spib/Wdfy4/Impdh1/Il16/Gpam/Slamf7/Ccnd3/Bst1/Cdkn2a/Igll1/Cplx2/Vpreb1/Tmem98/Thy1/Blk
## GO:0001775 Zmiz1/Pkn1/Inpp5d/Dock8/Pip5k1c/Lyn/Prkcd/Hes1/Tbc1d10c/Runx1/Kmt2e/Prkcb/Selplg/Prkcq/Zfp608/Ptpn22/Lcp2/Tspan32/Bcr/Ifngr2/Mzb1/Themis2/Sdc4/Xrcc6/Dpp4/Dock10/Egr1/Cd37/Il7r/Sox4/Rag2/Cd79b/Rac2/Cdkn1a/Slamf6/Hdac7/Mmrn1/Blnk/Syk/Itpkb/Lef1/Myb/Lgals9/Cd1d1/Gimap1/Il17ra/Cd19/Pik3cd/Rag1/Tcf3/Tnfaip3/Lig4/Siglecg/Ly6d/Cd79a/Spib/Wdfy4/Impdh1/Il16/Gpam/Slamf7/Ccnd3/Bst1/Cdkn2a/Igll1/Cplx2/Vpreb1/Tmem98/Thy1/Blk# I want to save my output as a csv. So, I want to make sure there is no comma in my Description column
res$Description <- gsub(",","",res$Description)
res$leading_edge <- gsub(",","",res$leading_edge)
# write output
write_csv(x = res,
file = "results/down_gsea_GO_BP.csv",
quote = "none")Visualization
ORA and GSEA
dotplot
Visualize the enriched terms.
?dotplot
dotplot(down_ora_GO_BP,
showCategory = 10) + # first 10 terms
dotplot(clustered_ora_GO_BP,
showCategory = 10) +
ggtitle("ORA clustered gene set result")
dotplot(clustered_ora_GO_BP,
showCategory = 10,
label_format = 100) +
ggtitle("ORA clustered gene set result")
Gene-Concept Network
cnetplot() depicts the linkages of genes and biological concepts (e.g. GO terms or KEGG pathways) as a network.
?cnetplot# ora down regulateg genes
enrichplot::cnetplot(down_ora_GO_BP,
categorySize="p.value",
showCategory = 5,
foldChange = all_genes_lfc) +
ggtitle(label = "cnet for ORA down-regulated gene set")## Scale for 'size' is already present. Adding another scale for 'size', which
## will replace the existing scale.
# adding colors to edges
enrichplot::cnetplot(down_ora_GO_BP,
categorySize="p.value",
showCategory = 5,
foldChange = all_genes_lfc,
layout = "kk",
node_label = "all",
colorEdge = TRUE) +
ggtitle(label = "cnet for ORA down-regulated gene set")## Scale for 'size' is already present. Adding another scale for 'size', which
## will replace the existing scale.
# ora clustered genes
enrichplot::cnetplot(clustered_ora_GO_BP,
categorySize="p.value",
showCategory = 5,
foldChange = all_genes_lfc,
layout = "kk",
node_label = "all") +
ggtitle(label = "cnet for ORA clustered gene set")
Enrichment Map
Enrichment map organizes enriched terms into a network with edges connecting overlapping gene sets. In this way, mutually overlapping gene sets are tend to cluster together, making it easy to identify functional module.
# Get the similarity matrix
clustered_ora_GO_BP_sim <- pairwise_termsim(clustered_ora_GO_BP)
clustered_ora_GO_BP_sim## #
## # Result of Comparing 2 gene clusters
## #
## #.. @fun enrichGO
## #.. @geneClusters List of 2
## $ up_regulated : chr [1:256] "104366" "20533" "14934" "12346" ...
## $ down_regulated: chr [1:51] "109154" "12518" "20586" "545030" ...
## #...Result 'data.frame': 50 obs. of 10 variables:
## $ Cluster : Factor w/ 2 levels "up_regulated",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ ID : chr "GO:0043043" "GO:0006778" "GO:0006779" "GO:0033014" ...
## $ Description: chr "peptide biosynthetic process" "porphyrin-containing compound metabolic process" "porphyrin-containing compound biosynthetic process" "tetrapyrrole biosynthetic process" ...
## $ GeneRatio : chr "56/249" "16/249" "14/249" "14/249" ...
## $ BgRatio : chr "470/7245" "34/7245" "27/7245" "27/7245" ...
## $ pvalue : num 3.73e-17 2.98e-15 3.01e-14 3.01e-14 1.17e-13 ...
## $ p.adjust : num 1.03e-13 2.76e-12 1.19e-11 1.19e-11 3.75e-11 ...
## $ qvalue : num 9.33e-14 2.49e-12 1.08e-11 1.08e-11 3.38e-11 ...
## $ geneID : chr "Hbb-b1/Fech/Ppp1r15a/Gclm/S100a9/Hagh/Rps28/Rpl36/Rps18/Rps2/Rpl14/Rpsa/Rplp1/Rplp0/Rpl10a/Rps29/Rps12/Rpl4/Rpl"| __truncated__ "Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Blvrb/Urod/Atpif1/Cpox/Hebp1/Slc25a39/Tmem14c" "Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c" "Spta1/Alas2/Sptb/Slc6a9/Ank1/Fech/Abcb10/Alad/Hmbs/Urod/Atpif1/Cpox/Slc25a39/Tmem14c" ...
## $ Count : int 56 16 14 14 25 24 13 9 13 8 ...
## #.. number of enriched terms found for each gene cluster:
## #.. up_regulated: 46
## #.. down_regulated: 4
## #
## #...Citation
## T Wu, E Hu, S Xu, M Chen, P Guo, Z Dai, T Feng, L Zhou,
## W Tang, L Zhan, X Fu, S Liu, X Bo, and G Yu.
## clusterProfiler 4.0: A universal enrichment tool for interpreting omics data.
## The Innovation. 2021, 2(3):100141?emapplot
emapplot(clustered_ora_GO_BP_sim) # ask for down
Heatmap
The heatplot is similar to cnetplot, while displaying the relationships as a heatmap.
#up_gsea_GO_BP_sim <- pairwise_termsim(up_gsea_GO_BP)
heatplot(down_ora_GO_BP,
foldChange = all_genes_lfc)
Pubmed Trend of Enriched Terms
One of the problem of enrichment analysis is to find pathways for further investigation. The pmcplot function is provided to plot the number/proportion of publications trend based on the query result from PubMed Central.
terms <- down_ora_GO_BP$Description
p <- pmcplot(terms, 2010:2022)
p
View(p[["data"]])GSEA
Ridgeline Plot for Expression Distribution of Gsea Result
The ridgeplot will visualize expression distributions of core enriched genes for GSEA enriched categories. It helps users to interpret up/down-regulated pathways.
# up-regulated
rp <- ridgeplot(up_gsea_GO_BP,
showCategory = 10)
ggsave(filename = "results/ridgeplot_up.jpeg",
rp,
units = "in",
height = 15,
dpi = 600)## Saving 7 x 15 in image## Picking joint bandwidth of 0.672# down-regulated
rp <- ridgeplot(down_gsea_GO_BP,
showCategory = 57)
ggsave(filename = "results/ridgeplot_down.jpeg",
rp,
units = "in",
height = 5,
dpi = 600)## Saving 7 x 5 in image## Picking joint bandwidth of 0.0701Running Score and Preranked List of GSEA Result
Here is the link of a video, which will help you to understand what is an enrichment score.
Running score and preranked list are traditional methods for visualizing GSEA result.
# up-regulted
gseaplot2(up_gsea_GO_BP, geneSetID = 1:3)
# down-regulated
gseaplot2(down_gsea_GO_BP, geneSetID = 1:2)
Acknowledgement
I would like to thank my supervisor Dr Gregor Reid, Dr Ali Farrokhi, and Tanmaya Atre, for their support and guidance. Also, I would like to thank Reid’s lab members and all of the people who helped me to get through my project.
And Thank you all for participating in the workshop. :)
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